Model estimates in multiple cruises.

knitr::opts_chunk$set(fig.width=14, fig.height=8, echo=TRUE, eval=TRUE, cache=TRUE,
                      warning=FALSE, message=FALSE,
                      cache.lazy = FALSE)

## Load packages
library(tidyverse)
library(knitr)
library(here)
library(ggplot2)
library(flowmix)


## Setup some plotting details
coul <- colorRampPalette(RColorBrewer::brewer.pal(8, "RdYlBu"))(25)
source("02-helpers.R")

## Some extra stuff, from: https://github.com/haozhu233/kableExtra/issues/265
options(kableExtra.auto_format = F)

## Setup locations
base = "02-estimate"
here::i_am("02-estimate.Rmd")
knitr::opts_chunk$set(fig.path = here::here("data", base, 'figures/'))
outputdir = here::here("data", base)
datadir = here::here("data", base)
outputdir_cytograms = here::here("data", "01-cytograms")
if(!dir.exists(outputdir)) dir.create(outputdir)

Summary

This document compiles and showcases the estimated models – results from large-scale computation that occurred in a server.

The experiments were done using these settings:

• Number of clusters: default to 10.
• Size of time blocks: blocks of 5 hours
  • Block 1 is: 1,…,5
  • Block 2 is 6,…, 10. And so forth.
  • Then, CV is done by using blocks {1, 6, 11, ..} as fold 1, {2, 7, 12, ..} as fold 2, and so on.
• The “radius” for the cluster means over time: a value of 1 seems to work well.

Here are some notes on computation:

• For KM1508, one iteration costs 2 or 2.5 seconds per iteration.
• On 500 cores, entire CV can be done in 15-30 minutes.
• Subsampling will take (100 subsamples x 30 min = 50 hrs = 1 day).

Experiments

Run scripts on server

For now, the scripts are placed on the USC CARC server. Two of the most relevant files:

• ~/scripts/flowmixapp/run-main.slurm which calls
• ~/scripts/flowmixapp/main.R.

Note to self: these scripts will eventually be made available directly in this repository.

Download model results

ONLY download the summary.RDS file.

all_cruise_id="KM1508 KM1512 KM1513 KOK1515 KM1518 KM1601 KM1602 KOK1604 KOK1606 KOK1607 KOK1608 KOK1609 MGL1704 KM1708 KM1709 KM1713 KM1717  KOK1801 KM1802 KOK1803 FK180310-1 FK180310-2"
for cruise_id in 
do
  echo $cruise_id
  from=sangwonh@discovery.usc.edu:projdir/output/flowmixapp/data/02-estimate/$cruise_id/summaries/*.RDS
  to=/home/sangwonh/repos/flowmixapp/data/02-estimate/$cruise_id/summaries/.
  mkdir -p  $to
  rsync -auv $from $to
done

Cluster labels

First, here are some hand-labeled cluster labels:

##  [1] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE

cruise_id	pro1	pro2	small	syn	pico1_	pico2_1	pico2_2	pico3_	pico4_	croco	bead	rest1_1	rest1_2	rest2_	bg1	bg2	bg	rest2_1	rest2_2	rest1_3
KM1508	10	NA	9	7	6	2	NA	NA	NA	NA	1	4	NA	8	3	5	NA	NA	NA	NA
KM1512	10	NA	9	NA	7	8	NA	NA	1	3	6	2	NA	4	NA	NA	5	NA	NA	NA
KM1513	8	NA	10	NA	7	6	NA	NA	NA	5	1	3	NA	NA	NA	NA	2	9	4	NA
KOK1515	7	3	9	NA	10	2	NA	NA	NA	5	NA	1	NA	8	6	4	NA	NA	NA	NA
KM1518	10	NA	6	3	7	1	NA	NA	NA	NA	4	2	NA	9	8	5	NA	NA	NA	NA
KM1601	4	10	7	5	3	2	NA	NA	NA	NA	6	1	NA	9	NA	NA	8	NA	NA	NA
KM1602	7	9	8	NA	4	3	NA	NA	NA	NA	6	2	1	10	NA	NA	5	NA	NA	NA
KOK1604	10	NA	2	NA	6	1	NA	9	NA	NA	4	7	5	8	NA	NA	3	NA	NA	NA
KOK1606	9	NA	NA	10	5	8	NA	7	NA	NA	4	1	NA	6	3	2	NA	NA	NA	NA
KOK1607	10	NA	8	9	4	3	NA	NA	NA	NA	5	6	7	1	NA	NA	2	NA	NA	NA
KOK1608	10	NA	NA	NA	3	5	1	NA	NA	2	4	6	7	9	NA	NA	8	NA	NA	NA
KOK1609	7	NA	NA	5	3	1	NA	NA	NA	4	NA	9	2	6	10	8	NA	NA	NA	NA
MGL1704	10	NA	NA	3	9	1	NA	6	NA	NA	NA	4	7	8	5	2	NA	NA	NA	NA
KM1708	8	NA	NA	NA	9	7	NA	NA	5	3	2	6	NA	10	4	1	NA	NA	NA	NA
KM1709	5	NA	NA	NA	6	3	7	NA	NA	4	NA	9	8	2	10	1	NA	NA	NA	NA
KM1713	9	NA	NA	NA	8	4	7	NA	NA	1	NA	2	3	10	NA	NA	6	NA	NA	5
KM1717	8	NA	NA	9	6	7	NA	1	NA	2	NA	3	5	4	NA	10	NA	NA	NA	NA
KM1802	9	NA	10	4	5	6	NA	NA	NA	NA	2	1	NA	8	3	7	NA	NA	NA	NA
KOK1801	9	NA	NA	NA	4	3	6	NA	NA	NA	2	1	5	10	7	8	NA	NA	NA	NA
KOK1803	10	8	7	5	3	1	NA	NA	NA	NA	4	2	NA	9	6	NA	NA	NA	NA	NA
FK180310-1	8	NA	NA	9	10	7	2	NA	NA	NA	5	6	4	3	1	NA	NA	NA	NA	NA
FK180310-2	9	NA	NA	5	10	1	NA	NA	NA	NA	3	2	7	8	4	6	NA	NA	NA	NA

Estimated \(\pi\) and \(\mu\)

Next, we’ll make videos of model, and plots & tables of coefficients.

all_cruise_id = c(c("KM1508", "KM1512", "KM1513",
                    "KOK1515", "KM1518"),
                  c("KM1601", "KM1602", "KOK1604", "KOK1606"),
                  c("KOK1607", "KOK1608", "KOK1609"), 
                  c("MGL1704", "KM1708", "KM1709", "KM1713", "KM1717", "KOK1801", "KM1802"), 
                  c("KOK1803",  "FK180310-1", "FK180310-2"))

## Too little data in 1805
## c("KM1712"), ## Need to download covariates, bin properly and run again.

numclust = 10

## Loop over all cruise IDs
for(cruise_id in all_cruise_id){
  cat('## Model', cruise_id,' \n')

  ## Cluster labels
  if(cruise_id %in% mapmat$cruise_id){
    one_mapmat_long = mapmat_long %>% filter(cruise_id == !!(cruise_id)) %>% arrange(value) %>% na.omit()
    stopifnot((one_mapmat_long %>% pull(value)) == (1:numclust))
    cluster_labels = one_mapmat_long %>% pull(name)
  } else {
    cluster_labels = NULL
  }

  ## Load model
  bestres = load_model(cruise_id)

  ## Load cytogram data.
  filename = paste0(cruise_id, "-datobj.RDS")
  ybin_obj = readRDS(file = file.path(outputdir_cytograms, cruise_id, "data", filename))
  ylist = ybin_obj$ylist
  countslist = ybin_obj$biomass_list
  
  ## Create individual frames
  dir.create(file.path(file.path(outputdir, cruise_id, "viz")))
  TT = length(ylist)
  for(tt in 1:TT){
    g = plot_2d_threepanels(bestres, ylist, countslist, tt = tt,
                            labels = cluster_labels,
                            colours = c("white", "blue"),
                            cruise_id = cruise_id)

    ## Save one for the books
    if(tt == 1){
      ## oneplotfile = file.path(datadir, cruise_id, "viz", paste0(tt, ".jpeg"))
      ## ggsave(file = oneplotfile, width = 12, height = 4, units = "in", dpi = 300, g)
      plot(g)
    }

    ## Save one for the books
    filename = paste0("labeled-", tt, ".png")
    plotfile = file.path(file.path(outputdir, cruise_id, "viz"), filename)
    if(file.exists(plotfile)) next
    ggsave(file = plotfile,
           width = 12, height = 4,
           units = "in", dpi = 300, g)
  }

  ## Make video
  videofile = file.path(outputdir, cruise_id, "viz", "3d-model.mp4")
  if(!file.exists(videofile)){
    cmd_change_directory <- paste0("cd ", file.path(file.path(outputdir, cruise_id, "viz")))
    cmd_make_movie <- "ffmpeg -y -framerate 3 -i labeled-%d.png  3d-model.mp4"
    system(paste0(cmd_change_directory, "; ", cmd_make_movie))
  }

  ## Plot cluster probabilities
  times = names(ylist)
  plot_prob_ggplot(bestres, cluster_labels, times) %>% print()
  
  ## Embed video (not doing this anymore, due to large file size)
  if(FALSE){
    cat(paste0('<video width="1280" height="720" controls>  <source src="',
               videofile,
               '" type="video/mp4"> </video>'))
  }

  ## ## Instead, we'll just embed one frame
  ## cat(paste0("![](", file.path(".", 
  ##                              "data",
  ##                              "02-estimate",
  ##                              cruise_id,
  ##                              "viz",
  ##                              "1.jpeg"),
             ## ")"))
  cat('\n\n')
}

Model KM1508

Model KM1512

Model KM1513

Model KOK1515

Model KM1518

Model KM1601

Model KM1602

Model KOK1604

Model KOK1606

Model KOK1607

Model KOK1608

Model KOK1609

Model MGL1704

Model KM1708

Model KM1709

Model KM1713

Model KM1717

Model KOK1801

Model KM1802

Model KOK1803

Model FK180310-1

Model FK180310-2

Estimated $and \(\beta\) coefficients

## These are the original /ordered/ labels
orig_cluster_labels = mapmat %>% colnames()

## Setup (assuming |ylist| exists) 
cytogram_dimnames = ylist[[1]] %>% colnames()

for(cruise_id in all_cruise_id){
  cat('## Tables', cruise_id,' \n')

  ## Cluster labels
  one_mapmat_long = mapmat_long %>% filter(cruise_id == !!(cruise_id)) %>% arrange(value) %>% na.omit()
  if(nrow(one_mapmat_long) == 0) next
  stopifnot((one_mapmat_long %>% pull(value)) == (1:numclust))
  cluster_labels = one_mapmat_long %>% pull(name)

  ## Load model
  bestres = load_model(cruise_id)##, cluster_labels)
  
  ## Plot and print alpha coefficients
  p = print_alpha(bestres, type = "plot", cluster_labels, orig_cluster_labels)
  print(p)
  tab = print_alpha(bestres, type = "table", cluster_labels, orig_cluster_labels) ##%>% print()
  print(tab)
 
  ## Plot and print beta coefficients
  p = plot_beta(bestres, cluster_labels, orig_cluster_labels, cytogram_dimnames)
  plot(p)
  p = print_beta(bestres, cluster_labels, orig_cluster_labels, cytogram_dimnames)
  print(p)

  cat('\n\n')
}

Tables KM1508

Alpha coefficients

	pro1	small	syn	pico1_	pico2_1	bead	rest1_1	rest2_	bg1	bg2
AOU_WOA_clim	0.278	.	.	.	.	.	.	.	-0.279	.
density_WOA_clim	0.018	.	-0.017	.	.	.	.	.	.	.
o2sat_WOA_clim	.	.	.	.	.	.	.	.	.	.
oxygen_WOA_clim	1.48	0.161	-1.392	-1.426	-0.8	.	.	.	.	.
salinity_WOA_clim	0.079	.	-0.543	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	-2.974	.
phosphate_WOA_clim	-0.738	5.726	-7.423	-1.505	.	.	0.119	.	.	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.
sss_cruise	-0.458	1.463	-2.018	-1.476	1.137	.	.	0.451	-0.733	1.169
sst_cruise	1.375	1.331	-5.502	-4.989	0.85	.	.	.	.	.
par	-0.173	0.239	0.034	-0.287	0.157	0.081	0.016	-0.06	-0.241	-0.016
par_3	-0.098	0.16	0.088	-0.022	0.178	.	.	0.011	-0.12	-0.006
par_6	-0.071	0.132	0.125	-0.144	0.146	-0.066	0.003	.	.	-0.045
par_9	0.029	0.15	.	-0.117	0.149	.	0.07	-0.011	-0.01	.
par_12	-0.045	0.024	0.008	.	0.026	.	-0.025	-0.032	-0.016	.
Si	-0.78	12.306	.	.	.	.	-6.066	.	.	6.512
NO3	.	.	.	.	.	.	.	.	.	.
CHL	-3.081	16.743	.	.	-12.679	.	.	.	.	.
PHYC	-53.311	.	.	.	17.307	.	0.653	.	.	.
PO4	.	1.707	.	.	-1.182	.	.	.	.	0.719
O2	.	.	.	.	4.44	.	.	-0.091	.	1.293
sst	0.276	.	6.346	3.325	.	-1.41	-0.163	.	.	.
Fe	-0.024	.	0.115	0.113	0.06	.	0.053	-0.08	.	.
PP	.	-6.821	3.255	1.225	.	.	.	.	.	.
vgosa	0.001	-0.168	-0.187	.	0	0.06	.	0.006	.	.
vgos	.	.	.	.	0	.	.	0.036	-0.011	.
sla	.	0.009	.	.	.	.	.	.	-0.189	.
ugosa	-0.029	0.107	.	0.118	.	-0.017	.	0.103	-0.082	0.057
ugos	.	0	.	.	-0.042	.	.	.	.	.
wind_stress	.	.	.	.	.	.	.	.	.	0.026
eastward_wind	0.07	-2.094	0.764	1.185	0.042	-0.11	.	-1.022	.	.
surface_downward_eastward_stress	-1.3	0.422	-2.072	-3.16	.	0.044	0.168	.	0.169	-0.661
wind_speed	.	.	.	.	.	.	.	.	.	.
surface_downward_northward_stress	.	0.455	.	.	.	.	.	.	.	.
northward_wind	0.196	0.037	.	.	-0.344	.	-0.348	0.111	-0.209	.
sss	-0.527	0.508	-0.239	-0.123	0.609	.	.	-0.031	0.017	.

Beta coefficients

	pro1-diam	pro1-chl	pro1-pe	small-diam	small-chl	small-pe	syn-diam	syn-chl	syn-pe	pico1_-diam	pico1_-chl	pico1_-pe	pico2_1-diam	pico2_1-chl	pico2_1-pe	bead-diam	bead-chl	bead-pe	rest1_1-diam	rest1_1-chl	rest1_1-pe	rest2_-diam	rest2_-chl	rest2_-pe	bg1-diam	bg1-chl	bg1-pe	bg2-diam	bg2-chl	bg2-pe
intp	0.762	1.881	0.395	0.935	1.114	0.336	2.709	3.037	2.707	5.085	6.392	0.547	6.111	7.349	1.328	7.495	5.154	6.282	7.132	3.038	2.336	3.475	1.228	0.486	5.315	3.876	1.447	4.958	2.683	3.703
AOU_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
density_WOA_clim	-0.027	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sss_cruise	.	.	.	.	.	0.002	.	.	.	.	.	.	0.055	-0.052	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst_cruise	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par	0.115	-0.026	0.007	0.028	0.023	0.002	0.033	-0.016	.	.	-0.124	0.019	0.066	-0.027	0.092	.	-0.007	.	.	.	.	.	-0.004	0.008	.	.	.	.	.	.
par_3	0.082	.	0.007	0.046	0.011	0.004	0.067	-0.052	.	.	-0.113	0.001	0.146	-0.042	0.102	0.001	.	-0.013	.	.	.	.	-0.014	.	.	.	.	.	.	.
par_6	0.157	0.032	0.004	0.057	0.027	0.005	0.084	.	-0.032	0.054	-0.038	.	0.144	0.047	.	0.018	0	.	-0.003	.	-0.004	0.077	-0.003	0.007	.	0.057	0.045	.	.	.
par_9	0.096	0.061	0.002	0.043	0.03	0.002	0.037	.	-0.004	0.133	.	.	0.091	0.026	.	0.001	0.003	.	-0.009	0.03	.	0	.	0.002	0.008	.	0.015	.	.	.
par_12	0.028	-0.008	0.002	.	.	.	0.054	-0.034	-0.085	0.067	.	.	0.164	.	0.063	.	.	.	.	.	.	.	0.001	.	.	.	.	.	.	.
Si	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PO4	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
O2	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
Fe	0.039	.	.	0.003	.	.	.	.	.	.	.	.	0.053	-0.054	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PP	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
vgosa	-0.085	.	.	-0.003	.	.	-0.037	.	.	-0.053	0.062	.	-0.072	.	0.01	.	.	.	-0.006	.	.	.	.	.	.	.	.	.	.	.
vgos	.	-0.065	.	-0.036	.	.	.	.	-0.01	.	.	0.009	.	-0.025	.	.	.	.	.	-0.001	.	.	-0.03	.	.	.	.	.	.	.
sla	-0.052	.	.	-0.028	.	-0.003	.	.	.	-0.054	.	0.013	-0.064	.	-0.044	.	-0.006	.	.	.	.	.	-0.016	-0.001	.	.	.	.	.	.
ugosa	-0.063	.	.	-0.027	.	.	.	.	.	.	.	.	0.002	-0.015	.	.	.	.	0	.	.	.	.	.	.	.	.	.	.	.
ugos	.	-0.04	0.004	.	.	.	.	.	0.003	.	.	.	.	.	0.021	.	.	.	0.004	.	.	.	.	.	.	.	.	.	.	.
wind_stress	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
eastward_wind	.	.	.	.	.	.	.	.	.	.	.	.	.	0.02	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
surface_downward_eastward_stress	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
wind_speed	.	.	.	.	.	.	.	.	.	.	.	.	.	-0.048	.	.	.	.	.	.	.	.	.	-0.001	.	.	.	.	.	.
surface_downward_northward_stress	.	.	0.005	.	0.001	0.003	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	0.007	0.004	.	.	.	.	.	.
northward_wind	-0.029	0.009	.	-0.009	.	.	.	0.003	.	.	.	.	.	0.03	0.03	.	.	.	.	.	.	.	.	.	-0.071	.	.	.	.	.
sss	0.134	-0.097	0.004	.	.	.	.	-0.077	.	.	.	0.008	.	-0.033	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.

Tables KM1512

Alpha coefficients

	pro1	small	pico1_	pico2_1	pico4_	croco	bead	rest1_1	rest2_	bg
AOU_WOA_clim	.	.	.	.	.	.	.	.	.	.
density_WOA_clim	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	.	.	.	.	.	.	.	.	.	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.
sss_cruise	.	.	.	.	.	.	.	.	.	.
sst_cruise	.	.	.	.	.	.	.	.	.	.
par	.	.	.	.	.	.	.	.	.	.
par_3	.	.	.	.	.	.	.	.	.	.
par_6	.	.	.	.	.	.	.	.	.	.
par_9	.	.	.	.	.	.	.	.	.	.
par_12	.	.	.	.	.	.	.	.	.	.
Si	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.
PO4	.	.	.	.	.	.	.	.	.	.
O2	.	.	.	.	.	.	.	.	.	.
sst	.	.	.	.	.	.	.	.	.	.
Fe	.	.	.	.	.	.	.	.	.	.
PP	.	.	.	.	.	.	.	.	.	.
vgosa	.	.	.	.	.	.	.	.	.	.
vgos	.	.	.	.	.	.	.	.	.	.
sla	.	.	.	.	.	.	.	.	.	.
ugosa	.	.	.	.	.	.	.	.	.	.
ugos	.	.	.	.	.	.	.	.	.	.
wind_stress	.	.	.	.	.	.	.	.	.	.
eastward_wind	.	.	.	.	.	.	.	.	.	.
surface_downward_eastward_stress	.	.	.	.	.	.	.	.	.	.
wind_speed	.	.	.	.	.	.	.	.	.	.
surface_downward_northward_stress	.	.	.	.	.	.	.	.	.	.
northward_wind	.	.	.	.	.	.	.	.	.	.
sss	.	.	.	.	.	.	.	.	.	.

Beta coefficients

	pro1-diam	pro1-chl	pro1-pe	small-diam	small-chl	small-pe	pico1_-diam	pico1_-chl	pico1_-pe	pico2_1-diam	pico2_1-chl	pico2_1-pe	pico4_-diam	pico4_-chl	pico4_-pe	croco-diam	croco-chl	croco-pe	bead-diam	bead-chl	bead-pe	rest1_1-diam	rest1_1-chl	rest1_1-pe	rest2_-diam	rest2_-chl	rest2_-pe	bg-diam	bg-chl	bg-pe
intp	0.642	1.766	0.388	0.728	1.053	0.325	5.767	6.887	0.986	7.464	7.621	2.033	6.905	6.592	2.351	6.338	7.066	5.693	6.725	4.482	5.775	7.033	2.472	2.133	3.307	1.1	0.462	3.586	3.152	1.974
AOU_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
density_WOA_clim	.	.	0.013	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	-0.072	-0.152	0.017	.	.	.	-0.06	.	0.007	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sss_cruise	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst_cruise	0.879	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par	0.051	-0.058	0.002	.	0.007	0.002	.	-0.049	0.109	.	.	0.07	.	0.064	0.002	-0.019	0.036	0.085	.	0.021	-0.002	.	.	.	.	.	0.005	-0.005	-0.005	.
par_3	0.103	-0.047	-0.003	0.025	0.007	.	0.237	-0.002	0.056	0.008	-0.034	0.018	-0.004	.	.	0.15	-0.125	0.081	.	0.001	.	.	-0.015	.	.	.	0.007	.	.	.
par_6	0.107	0.004	.	0.031	0.021	0.002	0.118	0.015	.	0.054	-0.002	-0.007	-0.021	-0.053	.	0.113	-0.1	.	.	.	.	.	.	-0.013	0.049	.	.	.	0.019	0.001
par_9	0.15	0.044	0.002	0.075	0.003	.	0.187	0.004	0.014	.	-0.043	.	.	-0.01	.	0.247	-0.073	-0.264	.	.	.	0.003	0.017	.	0.195	0.004	0.001	0.075	.	.
par_12	-0.076	-0.042	.	0.003	-0.014	.	0.082	-0.028	-0.03	.	-0.042	0.029	0.017	.	.	0.104	-0.034	.	.	.	.	.	.	.	.	.	.	0.059	.	-0.088
Si	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PO4	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
O2	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
Fe	-0.15	-0.058	0.005	0.03	.	0.002	-0.075	.	-0.076	-0.009	0.027	-0.033	-0.012	.	.	-0.038	0.062	.	.	.	.	.	.	.	.	0.003	.	-0.023	.	.
PP	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
vgosa	.	.	.	.	.	.	0.048	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
vgos	0.015	0.01	.	.	0.006	.	.	.	0.03	0.026	.	0.055	.	.	.	.	.	0.077	.	.	.	0.003	.	.	.	.	.	.	.	.
sla	-0.337	.	0.007	.	.	.	-0.253	0.028	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
ugosa	-0.03	0.044	.	.	.	.	.	0.01	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
ugos	0.027	.	-0.002	-0.009	.	.	-0.09	.	.	-0.01	.	.	.	.	.	.	0.005	.	.	.	.	.	.	.	.	0.001	.	-0.053	.	0.113
wind_stress	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	0.032	.	.	.	.	.	.	.	.	.	.	.	.	.	.
eastward_wind	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
surface_downward_eastward_stress	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
wind_speed	0.095	.	0	.	.	.	.	0.035	-0.125	.	0.031	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
surface_downward_northward_stress	0.195	.	-0.002	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
northward_wind	.	-0.106	-0.008	-0.071	-0.03	-0.006	0.097	.	-0.103	0.002	-0.002	.	.	.	.	.	.	-0.028	.	-0.007	0.02	0.004	.	.	.	-0.014	-0.028	.	.	-0.032
sss	-1.023	.	.	-0.022	.	.	-0.378	.	.	.	.	.	.	.	.	-0.137	.	.	.	.	.	.	.	.	.	.	.	.	.	.

Tables KM1513

Alpha coefficients

	pro1	small	pico1_	pico2_1	croco	bead	rest1_1	bg	rest2_1	rest2_2
AOU_WOA_clim	0.111	.	.	.	.	.	.	.	-1.653	.
density_WOA_clim	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	-0.215	.	.	.	.	.	.	.	0.339	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	-19.487	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	16.966	6.657	.	.	-29.246	.	.	.	.	-11.719
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.
sss_cruise	-2.514	.	.	.	2.45	.	.	-0.031	-1.267	.
sst_cruise	-2.594	.	.	.	-0.007	.	.	.	1.337	.
par	.	0.096	-0.082	0.175	0.659	.	-0.131	-0.009	.	.
par_3	-0.008	0.322	-0.054	0.175	0.41	-0.09	-0.003	-0.043	0.029	0.003
par_6	.	0.183	-0.07	0.155	0.154	.	-0.048	-0.046	0.012	-0.017
par_9	.	0.058	-0.114	0.103	0.282	.	0.033	-0.034	.	-0.013
par_12	-0.05	.	.	0.153	0.626	.	.	.	-0.067	-0.027
Si	.	-0.11	.	0.623	-0.62	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	-38.843	-92.636	.	7.941	.	1.41	7.793
PHYC	.	.	-1.722	1.821	.	.	-3.87	3.268	.	-35.197
PO4	-5.123	.	.	.	-3.943	.	.	.	-1.532	0.412
O2	-11.077	.	.	-0.137	.	.	2.118	.	.	2.301
sst	.	0.261	.	-3.617	-2.47	.	.	0.74	-2.325	-0.633
Fe	-0.003	.	.	0.072	.	.	.	.	.	.
PP	.	3.363	.	.	-10.048	.	.	.	.	-0.238
vgosa	.	0.013	.	-0.001	-0.123	.	0.012	.	0.003	.
vgos	-0.005	0.002	-0.066	.	.	.	.	-0.006	0.036	0.047
sla	0.22	.	.	.	.	.	.	.	.	.
ugosa	0.001	-0.075	.	-0.003	-0.233	.	.	.	.	.
ugos	.	.	0.002	-0.011	.	.	.	.	.	.
wind_stress	0.038	.	-0.009	.	-0.039	-0.005	.	-0.022	.	0.003
eastward_wind	.	.	.	-0.068	.	0.021	.	.	.	.
surface_downward_eastward_stress	.	.	.	.	.	0.069	.	.	.	-0.008
wind_speed	0.146	.	-0.089	.	.	.	.	-0.003	.	.
surface_downward_northward_stress	.	.	0.125	0.133	.	0.052	-0.095	0.017	-0.075	-0.131
northward_wind	.	0	.	0.078	.	0.04	-0.004	.	.	.
sss	0.691	.	-0.165	0.185	1.487	.	-0.013	.	-0.13	0.576

Beta coefficients

	pro1-diam	pro1-chl	pro1-pe	small-diam	small-chl	small-pe	pico1_-diam	pico1_-chl	pico1_-pe	pico2_1-diam	pico2_1-chl	pico2_1-pe	croco-diam	croco-chl	croco-pe	bead-diam	bead-chl	bead-pe	rest1_1-diam	rest1_1-chl	rest1_1-pe	bg-diam	bg-chl	bg-pe	rest2_1-diam	rest2_1-chl	rest2_1-pe	rest2_2-diam	rest2_2-chl	rest2_2-pe
intp	1.22	1.656	0.369	0.961	1.451	0.675	5.17	5.945	0.748	6.734	7.178	1.388	6.724	7.201	5.821	6.352	4.447	5.795	6.967	3.78	2.777	3.852	2.441	2.704	1.972	0.98	0.371	5.618	1.456	0.692
AOU_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	0.486	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
density_WOA_clim	-1.699	-0.443	.	.	.	.	.	.	0.04	.	.	0.007	.	-0.107	1.051	.	.	.	.	0	0.009	.	.	.	.	-0.001	.	0.027	.	.
o2sat_WOA_clim	-0.189	.	.	.	.	.	.	.	.	.	.	.	-0.964	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	-0.023	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	-0.614	.	.	.	.	.	.	.	.	.	.	.	.	0.041	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	0.477	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sss_cruise	0.278	.	.	.	.	.	.	.	.	-0.095	.	.	-0.824	.	0.258	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst_cruise	-1.83	-0.243	.	.	.	.	.	.	.	.	-0.111	.	-0.635	-3.357	3.269	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par	-0.007	-0.187	-0.003	0.003	-0.03	-0.01	-0.039	-0.146	0.032	0.056	-0.061	0.163	0.223	-0.133	-0.102	0	0.001	.	0.002	-0.043	.	.	.	.	.	0.008	.	.	-0.008	0.023
par_3	0.203	-0.01	0	0.016	-0.013	-0.059	0.008	-0.053	0.034	0.183	-0.034	0.08	0.191	-0.062	0.012	.	0.003	-0.015	0.036	-0.024	-0.005	.	-0.017	-0.031	-0.132	.	-0.003	0.042	-0.04	-0.026
par_6	0.128	0.008	-0.001	0.025	.	-0.032	0.024	0	0	0.085	-0.016	.	0.162	-0.132	-0.146	.	.	.	.	-0.028	.	0	-0.084	-0.068	-0.071	.	-0.001	0.034	-0.041	-0.007
par_9	0.104	0.004	0	0.053	0	-0.009	0.078	-0.002	0.012	0.125	-0.012	-0.045	0.262	-0.167	-0.273	0.002	-0.007	0	.	0	-0.069	0.013	.	-0.035	-0.013	.	-0.001	.	-0.016	-0.007
par_12	-0.091	-0.169	-0.001	-0.032	0.001	-0.001	.	-0.095	.	0.125	-0.092	0.105	0.279	-0.105	-0.205	0	0	-0.003	-0.007	.	0.003	0.007	-0.051	-0.124	0.072	0.009	0.003	-0.027	-0.002	.
Si	.	.	.	.	.	.	.	.	.	0.089	.	.	.	-0.091	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PO4	.	.	.	.	.	.	.	.	.	.	.	.	.	.	0.025	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
O2	.	.	.	.	.	.	.	.	.	.	.	.	-0.081	-1.091	1.789	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst	.	.	0.012	.	.	.	.	.	.	-0.179	.	.	.	1.367	.	.	.	.	.	.	.	.	.	.	0.105	.	.	.	.	0
Fe	-0.168	0.077	-0.003	.	.	.	.	.	-0.001	-0.038	0.092	.	-0.296	-0.044	.	.	.	.	-0.103	0.146	-0.055	.	.	.	.	.	-0.002	.	.	.
PP	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
vgosa	-0.361	0.026	.	.	.	-0.006	0.022	.	.	.	.	-0.018	-0.76	0.031	-0.036	.	.	-0.001	.	.	-0.147	.	.	-0.003	.	.	-0.001	0.095	.	.
vgos	0.421	0.072	0	-0.004	.	.	.	.	0.017	0.012	-0.02	.	0.922	-0.025	0.044	.	.	.	0.012	.	-0.022	.	.	.	-0.115	.	.	.	0.034	-0.035
sla	0.167	0.099	0.002	-0.025	.	.	-0.041	0.165	0.025	-0.002	0.063	0.01	0.226	-0.001	-0.022	-0.002	.	0.009	0.063	-0.055	0.107	0.058	0.001	0.091	0.003	-0.006	0.002	0.042	-0.013	.
ugosa	0.631	.	0.002	.	.	.	.	.	.	.	.	-0.024	.	0.153	-0.383	.	-0.003	.	.	.	.	-0.014	.	-0.042	.	.	.	.	.	0.001
ugos	-0.701	-0.052	.	.	0	0.013	.	.	.	.	-0.04	.	-0.039	-0.154	0.375	.	.	.	.	.	0.002	.	.	.	.	-0.004	0.003	.	.	.
wind_stress	.	0.479	0.039	0.066	0.013	.	.	.	.	.	0.09	.	.	0.162	0.89	0.001	.	0.007	.	0.001	-0.075	.	.	0.106	-0.051	.	.	0.038	0.017	-0.099
eastward_wind	.	.	0.025	.	.	.	.	.	0.012	.	.	0.302	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
surface_downward_eastward_stress	0.191	.	.	.	.	-0.002	.	.	.	.	-0.314	.	0.095	-0.004	-0.07	.	.	.	.	-0.007	0.193	.	.	.	.	.	.	.	-0.16	.
wind_speed	0.308	-0.191	-0.03	.	0.003	0.003	.	.	.	0.07	-0.308	-0.098	0.236	-0.027	-0.925	0.005	.	.	0.019	0.025	.	.	0.1	.	-0.134	.	-0.01	.	.	.
surface_downward_northward_stress	-0.51	-0.014	-0.002	0	-0.076	-0.018	0.025	-0.199	-0.019	0.098	-0.117	-0.084	-0.141	-0.158	.	.	-0.014	-0.004	.	-0.035	.	.	-0.221	-0.17	.	-0.001	-0.007	.	.	-0.013
northward_wind	0.548	.	.	.	.	.	0.046	.	.	.	.	.	0.264	0.165	-0.125	.	.	.	.	.	-0.097	.	.	.	0.015	.	.	.	.	-0.016
sss	.	.	0.011	.	0.003	0.06	.	.	.	-0.047	.	.	0.539	0.483	0.108	.	.	.	.	.	0	.	0.007	.	.	0.002	.	.	0.009	.

Tables KOK1515

Alpha coefficients

	pro1	pro2	small	pico1_	pico2_1	croco	rest1_1	rest2_	bg1	bg2
Si	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.
PO4	.	.	25.164	.	.	.	.	1.189	.	.
O2	.	.	.	.	.	.	.	.	.	.
AOU_WOA_clim	.	.	36.319	-1.688	.	.	.	.	0.649	.
density_WOA_clim	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	.	.	.	.	.	.	.	.	-0.954	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	.	136.373	182.985	-3.473	-89.071	-124.416	-34.538	23.946	.	.
sss_cruise	.	0.904	.	-0.253	-2.85	.	.	.	0.738	.
sst_cruise	.	.	.	.	.	.	.	.	.	.
par	.	.	0.128	-0.078	0.135	0.093	-0.176	-0.246	-0.08	.
par_3	0.02	0.043	.	-0.201	.	0.589	-0.006	.	-0.066	.
par_6	0.192	.	.	.	0.163	.	-0.006	-0.178	.	.
par_9	0.081	.	.	.	0.261	0.707	-0.017	0	.	.
par_12	0.039	0.083	-0.103	0.012	.	0.01	-0.022	-0.087	.	.
sst	.	.	.	.	.	.	.	.	.	.
Fe	.	.	.	.	.	.	0.246	0.05	.	.
PP	.	.	.	.	.	.	.	.	.	.
vgosa	.	.	.	.	.	.	.	0.518	.	.
vgos	-0.183	-0.347	2.491	.	.	.	.	.	.	.
sla	0.342	1.732	-3.527	-0.533	.	.	.	1.162	.	.
ugosa	-0.237	-0.187	.	.	0.198	.	0.156	.	.	.
ugos	.	.	.	.	.	.	.	0.149	.	.
sss	.	.	.	.	0.244	.	.	-0.043	.	.

Beta coefficients

	pro1-diam	pro1-chl	pro1-pe	pro2-diam	pro2-chl	pro2-pe	small-diam	small-chl	small-pe	pico1_-diam	pico1_-chl	pico1_-pe	pico2_1-diam	pico2_1-chl	pico2_1-pe	croco-diam	croco-chl	croco-pe	rest1_1-diam	rest1_1-chl	rest1_1-pe	rest2_-diam	rest2_-chl	rest2_-pe	bg1-diam	bg1-chl	bg1-pe	bg2-diam	bg2-chl	bg2-pe
intp	2.049	2.521	0.159	1.79	2.394	0.978	1.112	1.884	0.871	5.159	6.308	1.373	7.158	7.203	1.915	6.535	7.404	6.375	7.14	3.484	2.655	3.601	2.179	1.042	5.241	3.983	4.343	1.422	2.75	1.015
Si	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PO4	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
O2	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
AOU_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
density_WOA_clim	0.532	.	.	0.302	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sss_cruise	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst_cruise	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par	0.121	-0.106	.	0.149	-0.083	0.007	0.076	0.113	-0.016	.	-0.013	.	0.12	-0.071	0.072	0.089	-0.083	.	-0.009	-0.055	.	.	-0.026	0.001	-0.245	-0.059	-0.013	0.045	.	.
par_3	0.091	.	0.021	0.071	-0.012	0.007	.	.	0.008	.	-0.071	.	0.096	-0.03	-0.003	0.23	-0.088	0.138	-0.073	.	-0.068	0.031	0	0.002	-0.18	-0.103	-0.024	0.023	.	.
par_6	0.121	0.002	.	0.101	.	.	.	0	.	0.073	.	0.004	0.093	-0.097	-0.032	0.093	-0.15	-0.147	-0.017	0.099	-0.002	0.027	.	.	.	.	-0.075	.	.	.
par_9	0.059	.	0.003	0.066	.	0.017	0.023	.	-0.018	.	-0.028	.	0.118	0.04	0.057	0.146	-0.011	-0.128	.	.	.	.	.	.	.	-0.01	-0.004	.	.	.
par_12	-0.026	-0.024	.	-0.013	.	.	.	.	.	.	.	.	0.129	-0.054	.	0.151	-0.101	.	.	0.024	.	-0.02	0.018	.	-0.012	.	0.013	.	.	.
sst	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
Fe	.	.	-0.016	-0.03	-0.004	0.03	.	.	-0.006	-0.187	.	.	.	-0.041	-0.086	.	-0.011	-0.103	0.115	.	-0.063	-0.208	-0.014	-0.059	.	.	-0.054	.	.	.
PP	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
vgosa	-0.136	-0.07	.	-0.046	.	.	.	.	.	.	.	.	.	-0.14	.	.	.	-0.015	.	.	.	.	.	.	.	.	.	.	.	.
vgos	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	-0.018	.	.	.	.	.	.	.	.	.	.	.
sla	-0.164	-0.491	-0.734	-0.121	.	0.026	0.04	.	.	.	.	.	0.884	-0.221	.	0.394	-0.496	-0.25	.	.	.	-0.26	.	-0.091	.	.	.	.	.	.
ugosa	-0.086	.	.	.	.	.	0.035	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
ugos	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sss	.	.	.	0.057	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.

Tables KM1518

Alpha coefficients

	pro1	small	syn	pico1_	pico2_1	bead	rest1_1	rest2_	bg1	bg2
AOU_WOA_clim	.	-1.245	.	.	.	.	.	.	.	.
density_WOA_clim	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	.	0.005	.	.	.	.	.	.	.	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.
sss_cruise	.	.	.	.	.	.	.	.	.	.
sst_cruise	-1.961	.	.	.	1.828	3.789	.	.	.	.
par	0.063	0.126	.	.	.	.	.	.	.	.
par_3	0.021	0.006	.	.	.	.	.	-0.013	.	.
par_6	0.13	.	.	.	0.163	.	.	-0.001	.	.
par_9	.	.	.	.	0.034	.	.	.	.	.
par_12	-0.052	.	.	.	.	.	.	.	.	.
Si	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.
PO4	.	.	.	.	.	.	.	.	.	.
O2	.	.	.	.	.	.	.	.	.	.
sst	.	.	.	.	.	.	.	.	.	.
Fe	.	-0.105	.	.	.	.	.	.	.	.
PP	.	.	.	.	.	.	.	.	.	.
vgosa	.	.	.	.	.	.	.	0.109	.	.
vgos	.	.	.	.	.	.	.	0.016	.	.
sla	.	.	.	.	.	.	.	.	.	.
ugosa	0.037	-0.249	.	.	.	.	.	.	.	.
ugos	.	.	.	.	.	.	.	.	.	.
wind_stress	.	.	.	.	-0.245	.	.	.	.	.
eastward_wind	.	.	.	.	.	.	.	.	.	.
surface_downward_eastward_stress	-0.216	.	.	.	.	.	.	.	.	.
wind_speed	.	.	.	.	.	.	.	.	.	.
surface_downward_northward_stress	.	0.045	.	-0.311	-0.148	.	-0.12	.	.	.
northward_wind	0.334	.	.	.	.	.	.	0.087	.	.
sss	.	.	.	.	.	.	.	.	.	.

Beta coefficients

	pro1-diam	pro1-chl	pro1-pe	small-diam	small-chl	small-pe	syn-diam	syn-chl	syn-pe	pico1_-diam	pico1_-chl	pico1_-pe	pico2_1-diam	pico2_1-chl	pico2_1-pe	bead-diam	bead-chl	bead-pe	rest1_1-diam	rest1_1-chl	rest1_1-pe	rest2_-diam	rest2_-chl	rest2_-pe	bg1-diam	bg1-chl	bg1-pe	bg2-diam	bg2-chl	bg2-pe
intp	0.795	2.105	0.396	0.83	1.084	0.423	2.583	3.697	3.624	4.587	6.27	0.546	6.844	7.194	1.236	7.156	6.181	6.16	7.009	2.903	1.963	2.529	1.054	0.365	3.804	2.174	2.555	2.11	2.128	0.686
AOU_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
density_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	-0.064	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	0.093	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sss_cruise	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst_cruise	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par	0.132	-0.076	.	0.049	0.015	0.003	.	.	.	.	.	0.006	.	.	0.08	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par_3	0.108	-0.023	-0.006	0.044	0.006	-0.005	0.031	.	.	.	.	.	0.043	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	0.003
par_6	0.246	0.091	.	0.073	.	-0.003	0.043	.	.	.	.	.	.	.	-0.041	.	.	-0.02	.	.	.	.	.	.	.	.	.	.	.	.
par_9	0.041	.	.	0.016	.	.	.	.	.	.	.	.	0.021	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par_12	0.006	-0.055	-0.001	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
Si	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PO4	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
O2	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
Fe	0.095	0.077	0.004	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PP	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
vgosa	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
vgos	.	.	-0.008	-0.014	-0.013	.	.	.	.	.	.	.	-0.002	0.083	.	0.048	-0.406	.	.	.	.	.	.	.	.	.	.	.	.	.
sla	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
ugosa	0.027	0.005	.	.	.	-0.008	.	.	.	.	.	.	-0.082	0.114	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
ugos	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
wind_stress	-0.044	.	-0.006	.	.	-0.014	.	.	.	.	.	.	.	0.041	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
eastward_wind	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
surface_downward_eastward_stress	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
wind_speed	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
surface_downward_northward_stress	0.089	.	0.019	.	.	0.01	.	.	.	.	.	.	0.058	.	.	0.098	.	.	0.099	.	.	-0.059	.	0.003	.	.	.	.	.	.
northward_wind	.	0.108	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sss	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.

Tables KM1601

Alpha coefficients

	pro1	pro2	small	syn	pico1_	pico2_1	bead	rest1_1	rest2_	bg
AOU_WOA_clim	.	.	.	.	.	.	.	.	.	.
density_WOA_clim	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	.	.	.	.	.	.	.	.	.	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.
sss_cruise	.	.	.	.	.	.	.	.	.	.
sst_cruise	.	.	.	.	.	.	.	.	.	.
par	.	.	.	.	.	.	.	.	.	.
par_3	.	.	.	.	.	.	.	.	.	.
par_6	.	.	.	.	.	.	.	.	.	.
par_9	.	.	.	.	.	.	.	.	.	.
par_12	.	.	.	.	.	.	.	.	.	.
Si	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.
PO4	.	.	.	.	.	.	.	.	.	.
O2	.	.	.	.	.	.	.	.	.	.
sst	.	.	.	.	.	.	.	.	.	.
Fe	.	.	.	.	.	.	.	.	.	.
PP	.	.	.	.	.	.	.	.	.	.
vgosa	.	.	.	.	.	.	.	.	.	.
vgos	.	.	.	.	.	.	.	.	.	.
sla	.	.	.	.	.	.	.	.	.	.
ugosa	.	.	.	.	.	.	.	.	.	.
ugos	.	.	.	.	.	.	.	.	.	.
wind_stress	.	.	.	.	.	.	.	.	.	.
eastward_wind	.	.	.	.	.	.	.	.	.	.
surface_downward_eastward_stress	.	.	.	.	.	.	.	.	.	.
wind_speed	.	.	.	.	.	.	.	.	.	.
surface_downward_northward_stress	.	.	.	.	.	.	.	.	.	.
northward_wind	.	.	.	.	.	.	.	.	.	.
sss	.	.	.	.	.	.	.	.	.	.

Beta coefficients

	pro1-diam	pro1-chl	pro1-pe	pro2-diam	pro2-chl	pro2-pe	small-diam	small-chl	small-pe	syn-diam	syn-chl	syn-pe	pico1_-diam	pico1_-chl	pico1_-pe	pico2_1-diam	pico2_1-chl	pico2_1-pe	bead-diam	bead-chl	bead-pe	rest1_1-diam	rest1_1-chl	rest1_1-pe	rest2_-diam	rest2_-chl	rest2_-pe	bg-diam	bg-chl	bg-pe
intp	1.025	2.203	0.333	0.802	1.706	0.533	0.967	1.017	0.326	2.778	3.513	3.356	4.942	6.184	0.558	6.2	7.395	1.227	7.423	5.169	6.385	6.868	3.09	2.237	3.534	1.146	0.423	4.145	2.437	2.288
AOU_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
density_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sss_cruise	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst_cruise	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par	0.107	-0.052	.	0.051	-0.001	.	0.025	.	.	.	.	0.038	.	.	0.005	-0.002	.	0.054	.	.	0.002	.	.	.	.	-0.009	.	.	.	.
par_3	0.084	-0.085	.	0.068	.	.	0.042	.	0.002	0.098	-0.009	.	0.107	.	0.029	0.239	.	0.092	.	.	.	0.018	.	.	.	-0.011	.	.	.	.
par_6	0.18	0.043	0.007	0.114	.	0.001	0.038	0.004	0.003	0.099	-0.028	.	0.158	.	0.007	0.053	0.004	0.004	.	.	.	.	.	.	.	0	.	.	.	.
par_9	0.086	0.056	-0.002	0.089	0.049	.	0.042	0.002	.	0.028	.	-0.027	.	.	.	0.14	0.013	0.043	.	.	.	.	.	.	.	.	.	.	.	.
par_12	0.028	-0.07	.	0.023	.	.	.	.	.	0.031	.	-0.007	.	-0.021	.	0.12	-0.039	0.006	.	0.002	.	-0.011	.	.	.	.	.	.	.	.
Si	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PO4	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
O2	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
Fe	-0.013	-0.167	-0.007	.	.	-0.008	.	.	.	.	.	.	.	.	.	0.113	.	.	.	.	-0.007	.	.	.	.	.	.	.	.	.
PP	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
vgosa	.	-0.141	.	.	.	.	.	.	.	.	.	-0.036	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
vgos	-0.025	-0.14	.	.	.	.	.	.	.	.	.	.	.	.	.	.	-0.029	.	.	.	.	.	.	.	.	.	.	.	.	.
sla	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
ugosa	.	.	.	.	.	0.002	.	.	.	.	.	0.049	.	.	.	-0.021	.	.	.	.	.	.	.	.	.	.	.	.	.	.
ugos	0.046	.	0.006	0.02	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
wind_stress	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
eastward_wind	-0.059	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
surface_downward_eastward_stress	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
wind_speed	-0.014	-0.041	.	.	.	.	.	.	.	.	.	.	.	.	.	.	-0.009	.	.	.	.	-0.006	.	.	.	.	.	.	.	.
surface_downward_northward_stress	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
northward_wind	-0.069	0.009	0.015	.	.	0.023	.	.	0.012	.	.	.	.	.	.	-0.118	.	.	.	.	.	-0.002	.	.	.	.	.	.	.	.
sss	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.

Tables KM1602

Alpha coefficients

	pro1	pro2	small	pico1_	pico2_1	bead	rest1_1	rest1_2	rest2_	bg
AOU_WOA_clim	.	.	.	.	.	-0.078	.	.	.	.
density_WOA_clim	.	.	.	.	.	.	.	.	.	-0.061
o2sat_WOA_clim	.	.	.	.	.	0.007	.	.	-0.001	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	-0.132
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	0.438
nitrate_WOA_clim	3.073	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	.	.	.	.	.	-0.005	.	.	0.038	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.
sss_cruise	0.258	.	-0.541	.	.	0.014	.	-3.819	-0.114	.
sst_cruise	.	.	1.932	-0.864	-0.45	-0.164	.	0.16	0.563	.
par	.	0.002	0.149	-0.021	0.114	.	-0.119	.	.	.
par_3	-0.025	0.007	0.082	.	0.347	.	-0.007	0.171	-0.106	.
par_6	0.013	0.001	.	-0.184	0.207	.	.	.	-0.081	.
par_9	0.033	.	-0.018	-0.002	0.199	.	0.032	0.174	-0.019	-0.049
par_12	-0.08	-0.044	.	0.04	0.11	.	.	0.154	-0.003	.
Si	-8.281	.	.	.	0.662	.	.	-3.231	.	.
NO3	.	.	.	.	.	.	.	.	.	.
CHL	24.824	.	-58.119	.	53.798	.	.	.	.	.
PHYC	.	.	.	-0.072	.	.	.	.	.	.
PO4	.	0.983	7.019	.	.	.	-2.619	.	.	.
O2	-0.012	.	.	1.523	.	.	.	.	.	.
sst	0.312	.	.	.	.	-0.301	.	0.244	.	1.761
Fe	0.357	.	.	.	.	.	.	.	.	0.088
PP	0.031	.	.	.	.	.	.	.	.	.
vgosa	-0.057	-0.013	-0.054	.	0.094	.	.	.	0.027	.
vgos	.	.	.	0.11	0.116	.	.	-0.506	.	.
sla	0.007	0.001	0.078	.	.	.	.	-0.124	.	.
ugosa	.	.	.	.	0.111	.	.	.	.	.
ugos	.	.	-0.028	.	0.09	.	.	-0.343	.	.
wind_stress	.	.	.	.	.	-0.151	.	.	.	0.053
eastward_wind	.	.	.	.	0.057	.	0.035	-0.106	-0.603	.
surface_downward_eastward_stress	.	.	0.329	.	.	.	.	.	.	.
wind_speed	-0.134	.	0.257	.	.	.	.	.	0.066	.
surface_downward_northward_stress	.	.	.	.	.	0.001	.	.	.	-0.002
northward_wind	.	.	.	.	.	.	.	-0.945	.	.
sss	.	.	0.536	0.72	.	.	.	-2.974	.	-0.214

Beta coefficients

	pro1-diam	pro1-chl	pro1-pe	pro2-diam	pro2-chl	pro2-pe	small-diam	small-chl	small-pe	pico1_-diam	pico1_-chl	pico1_-pe	pico2_1-diam	pico2_1-chl	pico2_1-pe	bead-diam	bead-chl	bead-pe	rest1_1-diam	rest1_1-chl	rest1_1-pe	rest1_2-diam	rest1_2-chl	rest1_2-pe	rest2_-diam	rest2_-chl	rest2_-pe	bg-diam	bg-chl	bg-pe
intp	0.851	2.092	0.31	0.77	1.938	0.521	0.695	1.067	0.338	4.705	6.129	0.541	5.945	7.402	1.25	7.267	5.099	6.303	6.821	3.364	2.609	6.208	1.64	1.038	2.806	1.085	0.385	3.061	2.677	2.759
AOU_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
density_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	-0.005	.	.	.	.	.	.	.	.	.	.	.	.	0.004	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sss_cruise	0.046	0.033	0.019	0.016	.	.	0.025	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst_cruise	-0.668	.	-0.002	.	.	.	-0.044	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par	0.12	-0.069	0.001	0.074	-0.068	0.008	0.062	.	0.002	.	-0.024	0.015	.	-0.017	0.075	-0.051	-0.005	.	.	-0.029	0.004	.	-0.009	.	.	-0.001	.	.	.	0.044
par_3	0.074	-0.083	-0.003	0.039	-0.061	.	0.071	.	.	0.032	-0.093	.	0.238	-0.036	0.053	.	.	-0.007	.	.	0.024	.	0.025	.	.	-0.006	.	.	-0.006	.
par_6	0.199	.	0.002	0.106	.	.	0.078	0.002	.	0.061	.	0.008	0.067	0.004	.	.	.	.	.	0.137	0.004	.	.	.	.	-0.005	.	.	.	.
par_9	0.08	-0.004	0	0.07	.	0.001	0.072	0.008	.	0.113	.	0.002	0.127	0.011	0.019	0.022	.	0.005	.	.	.	0.19	0.032	0.012	0.043	.	.	0.033	-0.016	.
par_12	0.04	-0.028	-0.002	0.023	-0.014	-0.001	0.003	.	-0.002	.	-0.011	.	0.155	-0.028	0.034	0.005	0.026	.	.	.	-0.004	.	0.329	0.107	.	.	.	.	.	.
Si	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PO4	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
O2	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
Fe	0.03	.	.	0.001	.	0.012	.	.	.	-0.127	.	.	0.046	0.002	0.016	.	.	.	.	.	0.12	.	-0.036	.	-0.09	.	.	.	0.001	-0.043
PP	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
vgosa	-0.015	-0.001	.	-0.013	.	-0.001	.	.	.	.	.	-0.001	-0.062	.	-0.021	.	.	.	-0.007	.	.	.	0.044	0.048	.	.	-0.003	.	.	.
vgos	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sla	-0.044	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
ugosa	.	.	0.003	.	.	.	.	.	0.005	.	.	.	-0.026	.	.	.	.	.	.	-0.007	-0.107	-0.026	-0.242	-0.103	.	.	.	.	.	0.008
ugos	0.031	.	0.003	0.004	.	.	0.026	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
wind_stress	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
eastward_wind	-0.023	-0.004	-0.016	.	.	-0.024	-0.005	.	-0.009	0.004	.	.	0.028	-0.091	.	.	0.001	.	0.026	.	.	.	.	.	0.114	0.008	.	.	.	.
surface_downward_eastward_stress	-0.03	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
wind_speed	-0.062	.	-0.009	.	.	.	.	0.003	-0.001	.	.	.	.	-0.028	.	.	.	-0.016	.	.	.	.	-0.09	.	.	.	.	.	.	.
surface_downward_northward_stress	.	.	.	.	.	0.004	.	.	0.002	.	.	.	.	.	.	-0.015	.	.	-0.014	.	.	.	.	.	.	-0.024	.	.	.	0.043
northward_wind	-0.047	.	.	.	.	.	.	.	.	.	.	.	-0.168	.	.	.	.	.	.	.	.	-0.166	-0.302	-0.139	.	.	.	.	-0.093	.
sss	.	.	.	.	.	.	.	.	.	.	.	.	.	-0.211	.	.	.	.	.	.	.	.	-0.77	.	.	.	.	.	.	.

Tables KOK1604

Alpha coefficients

	pro1	small	pico1_	pico2_1	pico3_	bead	rest1_1	rest1_2	rest2_	bg
AOU_WOA_clim	.	.	.	.	.	.	.	.	.	.
density_WOA_clim	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	0.404	.	.	.	.	.	.	.	.	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.
sss_cruise	.	.	.	.	.	.	.	.	.	.
sst_cruise	.	.	.	.	.	.	.	.	.	.
par	.	.	.	0.116	.	.	.	-0.067	.	.
par_3	0.05	.	.	.	.	.	.	.	.	.
par_6	0.141	.	.	.	.	.	.	.	.	.
par_9	.	.	.	.	.	.	.	.	.	.
par_12	.	.	.	.	.	.	.	.	.	.
Si	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.
PO4	2.099	.	.	.	.	.	.	.	.	.
O2	.	.	.	.	.	.	.	.	.	.
sst	.	.	.	.	.	.	.	.	.	.
Fe	.	.	.	.	.	.	.	.	.	.
PP	.	.	.	.	.	.	.	.	.	.
vgosa	.	.	.	.	.	.	.	.	.	.
vgos	.	.	.	.	.	.	.	.	.	.
sla	.	.	.	.	.	.	.	.	.	.
ugosa	.	.	.	.	.	.	.	.	.	.
ugos	.	.	.	.	.	.	.	.	.	.
wind_stress	.	.	.	-0.219	.	.	.	.	.	.
eastward_wind	.	.	.	.	.	.	.	.	.	.
surface_downward_eastward_stress	.	.	.	.	.	.	.	.	.	.
wind_speed	.	.	.	-0.001	.	.	.	.	.	.
surface_downward_northward_stress	.	.	.	.	.	.	.	.	.	.
northward_wind	.	.	.	.	.	.	.	.	.	.
sss	.	.	.	.	.	.	.	.	.	.

Beta coefficients

	pro1-diam	pro1-chl	pro1-pe	small-diam	small-chl	small-pe	pico1_-diam	pico1_-chl	pico1_-pe	pico2_1-diam	pico2_1-chl	pico2_1-pe	pico3_-diam	pico3_-chl	pico3_-pe	bead-diam	bead-chl	bead-pe	rest1_1-diam	rest1_1-chl	rest1_1-pe	rest1_2-diam	rest1_2-chl	rest1_2-pe	rest2_-diam	rest2_-chl	rest2_-pe	bg-diam	bg-chl	bg-pe
intp	1.939	2.755	0.81	1.445	1.766	0.808	5.257	6.677	1.205	6.069	7.216	1.677	5.151	6.052	1.375	7.125	5.321	6.333	7.3	5.81	4.32	6.637	2.932	2.157	4.256	2.086	1.06	3.849	3.182	3.293
AOU_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
density_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	0.217	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sss_cruise	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst_cruise	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par	0.102	-0.103	-0.001	0.041	-0.018	.	0.184	-0.01	0.185	0.125	.	0.124	.	.	-0.018	.	-0.007	-0.03	-0.002	.	.	.	-0.039	-0.003	.	-0.023	.	.	-0.015	0
par_3	0.129	0.024	.	0.039	.	.	0.114	-0.03	0.005	0.089	-0.041	.	.	.	.	.	.	-0.003	-0.13	.	.	-0.014	.	-0.01	.	.	.	-0.045	0.02	.
par_6	0.185	0.15	0.008	0.072	0.042	0.002	0.249	0.211	0.082	0.112	-0.047	-0.041	0.057	.	.	0.006	.	.	.	.	.	-0.028	.	.	.	.	.	.	0.099	.
par_9	.	-0.066	.	.	.	.	0.043	0.02	0.036	0.085	.	0.045	.	.	.	0.015	0.018	0	.	.	.	-0.043	.	0.013	.	.	.	.	.	.
par_12	-0.02	0.064	.	-0.017	.	.	-0.022	-0.01	-0.014	0.123	0.013	0.012	.	-0.055	0.005	0.052	0.002	.	.	.	.	0.029	.	.	.	.	.	.	.	.
Si	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PO4	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
O2	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
Fe	-0.057	.	0.004	.	.	.	-0.061	.	.	.	0.05	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PP	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
vgosa	.	-0.005	.	.	.	.	-0.033	.	.	0.025	0.012	0.003	.	-0.024	.	.	.	-0.01	.	.	.	-0.012	0.051	.	-0.022	.	.	.	.	-0.052
vgos	-0.043	-0.017	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sla	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
ugosa	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
ugos	-0.045	.	.	-0.011	0.005	.	-0.019	0.037	.	-0.005	.	-0.035	0.016	.	.	.	0.005	.	.	.	.	.	.	-0.025	.	.	.	0.022	.	.
wind_stress	-0.121	-0.06	-0.003	-0.025	.	.	-0.065	0.069	-0.003	.	0.007	.	-0.01	-0.001	-0.008	.	.	.	.	.	.	0.052	.	.	.	.	.	.	.	0.014
eastward_wind	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
surface_downward_eastward_stress	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
wind_speed	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
surface_downward_northward_stress	0.059	.	0.004	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
northward_wind	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sss	.	.	.	.	.	.	0.191	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.

Tables KOK1606

Alpha coefficients

	pro1	syn	pico1_	pico2_1	pico3_	bead	rest1_1	rest2_	bg1	bg2
AOU_WOA_clim	.	.	.	.	.	.	.	-0.04	.	.
density_WOA_clim	-0.216	.	-0.35	.	0.038	-0.345	.	0.245	.	.
o2sat_WOA_clim	.	-1	.	-0.009	.	.	.	.	.	.
oxygen_WOA_clim	.	0.308	.	.	.	.	0.12	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	-6.542	0.233	-0.043	0.237	-0.948	-1.068	0.043	0.423	-0.998	2.122
phosphate_WOA_clim	0.675	-0.09	-1.166	.	.	.	.	.	.	.
silicate_WOA_clim	.	-0.229	.	-0.236	0.241	.	.	.	0.118	-1.663
sss_cruise	0.219	.	-0.755	0.481	1.08	0.252	-1.282	-0.628	.	-0.091
sst_cruise	0.722	-0.934	-1.378	0.21	.	.	.	.	.	-0.621
par	0.053	0.073	0.034	0.046	.	.	-0.014	-0.008	.	-0.095
par_3	0.123	0.056	-0.076	0.323	0.063	-0.032	.	-0.023	.	.
par_6	0.03	0.023	-0.091	0.055	.	.	-0.155	-0.127	-0.026	0.019
par_9	0.025	0.093	-0.292	0.155	0.004	-0.109	-0.044	-0.014	.	.
par_12	.	-0.082	0.089	.	0.014	-0.058	-0.107	-0.099	.	0.061
Si	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.
CHL	0.876	.	4.094	.	.	.	.	.	.	.
PHYC	.	2.372	.	0.053	.	.	-0.365	.	.	-0.584
PO4	0.305	-0.275	-0.915	0.161	.	.	.	.	-0.099	.
O2	.	.	.	.	.	.	.	.	.	.
sst	-0.884	.	.	-0.579	.	.	0.24	0.489	.	.
Fe	0.317	-0.74	0.388	0.381	-0.204	0.479	-0.128	.	.	.
PP	0.003	.	.	.	.	.	-0.026	.	.	-0.056
vgosa	.	0.014	.	-0.066	.	.	.	.	.	.
vgos	0.024	.	-0.03	.	.	.	0.051	0.022	-0.018	.
sla	.	0.205	0.169	-0.025	0.038	.	-0.355	-0.198	0.123	-0.052
ugosa	0.312	-0.534	0.058	.	-0.021	.	.	.	.	.
ugos	-0.319	0.814	.	0.02	.	-0.018	-0.043	.	0.024	.
wind_stress	.	0.166	-0.143	.	.	.	0.044	-0.016	-0.126	.
eastward_wind	.	-0.453	.	.	.	.	.	0.02	.	-0.001
surface_downward_eastward_stress	0.071	.	0.045	0.163	0.296	.	-0.206	-0.303	.	-0.089
wind_speed	-0.121	0.003	-0.046	0.091	-0.251	0.054	0.004	.	-0.167	.
surface_downward_northward_stress	.	-0.026	.	.	.	-0.24	.	0.009	.	.
northward_wind	-0.25	-0.067	0.001	-0.104	0.086	0	0	0.104	-0.172	0.026
sss	0.639	0.065	-0.012	.	0.24	.	.	-0.005	.	.

Beta coefficients

	pro1-diam	pro1-chl	pro1-pe	syn-diam	syn-chl	syn-pe	pico1_-diam	pico1_-chl	pico1_-pe	pico2_1-diam	pico2_1-chl	pico2_1-pe	pico3_-diam	pico3_-chl	pico3_-pe	bead-diam	bead-chl	bead-pe	rest1_1-diam	rest1_1-chl	rest1_1-pe	rest2_-diam	rest2_-chl	rest2_-pe	bg1-diam	bg1-chl	bg1-pe	bg2-diam	bg2-chl	bg2-pe
intp	1.427	2.825	0.808	2.816	3.958	3.64	4.435	6.491	1.02	5.494	7.13	1.507	4.617	5.634	1.129	7.153	5.458	6.484	6.873	3.337	2.635	3.374	1.802	0.921	4.784	3.422	3.591	6.45	6.246	2.662
AOU_WOA_clim	0.088	.	-0.011	0.025	.	0.012	.	.	.	0.315	.	.	.	.	-0.025	.	.	-0.003	-0.055	-0.004	.	.	.	.	.	.	.	-0.268	0.131	.
density_WOA_clim	.	.	.	.	.	.	.	0.003	.	0.11	.	.	.	.	.	0.006	.	.	-0.045	.	0.002	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	.	0.007	.	.	.	.	.	0.016	.	.	-0.024	-0.013	.	.	.	.	.	.	0.063	.	.	0.009	.	.	.	.	.	.	.	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	-0.054	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	0.045	.	.	0.14	.	-0.062	-0.085	-0.187	-0.03	.	.	.	.	.	.	.	.	.	-0.011	.	0.01	.	.	0.011	.	.	.	.	.	.
silicate_WOA_clim	.	.	.	.	.	0.145	0.023	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sss_cruise	.	-0.007	.	0.037	-0.219	-0.277	0.021	-0.075	.	0.15	.	.	.	.	.	.	.	.	-0.053	.	.	.	.	.	.	.	.	.	.	.
sst_cruise	-0.354	-0.07	-0.032	.	-0.12	.	0.275	0.27	.	.	.	.	.	.	.	.	.	.	-0.016	-0.141	-0.002	.	.	-0.044	.	.	.	.	.	.
par	0.016	-0.128	-0.004	0.006	-0.02	0.022	0.024	-0.097	0.053	0.021	-0.03	0.105	.	-0.014	.	.	.	-0.041	0.003	-0.053	-0.032	-0.018	.	-0.003	.	-0.005	.	.	.	.
par_3	0.073	-0.034	.	0.039	-0.065	-0.026	0.04	-0.082	.	0.029	-0.061	.	0.032	.	-0.001	.	.	-0.007	-0.016	-0.004	-0.017	.	-0.006	.	.	-0.001	.	-0.048	.	.
par_6	0.048	.	.	0.04	-0.014	.	0.051	-0.01	.	0.023	0	-0.01	0.061	0.027	-0.006	0.033	-0.001	.	-0.008	.	.	.	.	.	-0.008	.	.	-0.09	-0.017	.
par_9	0.078	.	.	0.033	-0.001	-0.009	0.029	.	0	0.025	-0.018	.	.	.	.	.	0.008	-0.02	.	.	0.007	.	.	.	.	.	-0.053	.	-0.01	.
par_12	-0.034	-0.009	0	-0.016	-0.042	-0.032	-0.005	-0.007	.	0.008	-0.012	0.012	.	.	.	.	.	.	0.006	0.014	.	.	.	.	.	.	-0.004	.	.	-0.002
Si	0.09	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PO4	.	.	.	.	.	.	.	-0.248	.	.	.	-0.011	.	.	.	.	.	.	0.002	0.081	.	.	.	.	.	.	.	.	.	.
O2	-0.049	.	.	.	.	.	-0.247	.	.	.	-0.064	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst	.	-0.13	.	.	.	.	-0.052	.	0.008	0.228	-0.069	0.069	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
Fe	-0.075	-0.009	-0.005	-0.101	-0.127	-0.216	.	.	.	-0.231	-0.003	.	-0.064	.	.	-0.016	.	.	.	.	-0.031	.	.	.	.	.	.	0.14	.	.
PP	.	0.132	0.012	.	0.097	0.13	0.099	0.106	0.012	.	.	-0.037	-0.1	0.168	0.02	0.1	0.054	0.115	0.047	0.021	0.144	0.139	0.019	.	0.126	0.286	0.101	-0.007	.	0.207
vgosa	0.004	0.021	0.003	.	0.035	0.018	.	.	-0.002	0.017	-0.001	-0.001	.	.	.	0.011	.	.	0.007	.	.	.	.	.	.	0.013	.	.	.	.
vgos	.	.	.	0.008	.	.	-0.02	-0.028	.	.	.	.	.	-0.005	-0.002	.	-0.011	.	.	.	-0.002	.	.	.	.	.	.	0.021	.	0
sla	-0.002	0.013	0.002	0.02	0.072	0.049	-0.069	-0.19	-0.028	0.027	0.033	-0.007	0.057	0.031	.	.	0.003	0.009	-0.049	.	0.019	0.147	0.008	0.021	.	0.008	.	-0.191	.	.
ugosa	0.008	0.015	0.002	.	0.067	.	0.006	.	.	.	.	.	-0.007	0.032	.	.	.	.	.	.	0.017	.	.	-0.001	.	.	.	.	.	.
ugos	.	.	.	0.014	.	0.129	.	-0.007	-0.005	0.054	0.018	.	.	.	.	.	.	.	-0.003	0.024	.	.	.	.	.	0.032	.	.	.	0.046
wind_stress	.	.	.	.	-0.068	-0.059	.	.	.	0.202	.	0.006	.	-0.046	.	.	.	.	.	.	.	-0.026	.	.	.	.	.	0.01	-0.144	.
eastward_wind	.	.	.	-0.017	.	0.001	-0.034	0.126	.	-0.17	.	.	.	.	.	0.072	.	.	.	.	.	.	0.003	.	.	.	.	.	.	.
surface_downward_eastward_stress	.	0.017	.	.	0.015	0.063	0.179	.	.	.	.	.	.	.	.	.	.	.	.	0.001	.	0.001	.	0.003	.	.	.	.	.	.
wind_speed	0.048	.	.	.	.	.	.	0.001	0.013	-0.032	0.022	.	-0.095	.	.	-0.01	.	0.011	-0.034	.	0.021	.	.	.	.	.	.	.	.	0.029
surface_downward_northward_stress	0.012	.	.	0.04	-0.056	-0.13	0.008	-0.032	.	0.183	0.008	.	.	.	.	.	.	-0.007	0.008	0.005	.	0.009	.	0.006	.	.	0.121	0.002	.	.
northward_wind	-0.092	-0.105	-0.007	-0.082	-0.162	-0.137	.	-0.072	-0.003	0.003	.	0.045	.	-0.03	.	0.004	.	-0.005	.	.	-0.012	.	0.006	.	.	-0.039	.	0.02	.	.
sss	-0.089	.	.	.	-0.165	-0.375	.	-0.398	.	.	.	0.139	0.032	.	.	.	-0.065	.	-0.039	-0.135	.	.	.	.	.	.	.	.	.	-0.127

Tables KOK1607

Alpha coefficients

	pro1	small	syn	pico1_	pico2_1	bead	rest1_1	rest1_2	rest2_	bg
AOU_WOA_clim	.	.	.	.	.	.	.	.	.	.
density_WOA_clim	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	.	.	.	.	.	.	.	.	.	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.
sss_cruise	.	.	.	.	.	.	.	.	.	.
sst_cruise	.	.	.	.	.	.	.	.	.	.
par	.	.	.	.	.	.	.	.	.	.
par_3	.	.	.	.	.	.	.	.	.	.
par_6	.	.	.	.	.	.	.	.	.	.
par_9	.	.	.	.	.	.	.	.	.	.
par_12	.	.	.	.	.	.	.	.	.	.
Si	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.
PO4	.	.	.	.	.	.	.	.	.	.
O2	.	.	.	.	.	.	.	.	.	.
sst	.	.	.	.	.	.	.	.	.	.
Fe	.	.	.	.	.	.	.	.	.	.
PP	.	.	.	.	.	.	.	.	.	.
vgosa	.	.	.	.	.	.	.	.	.	.
vgos	.	.	.	.	.	.	.	.	.	.
sla	.	.	.	.	.	.	.	.	.	.
ugosa	.	.	.	.	.	.	.	.	.	.
ugos	.	.	.	.	.	.	.	.	.	.
wind_stress	.	.	.	.	.	.	.	.	.	.
eastward_wind	.	.	.	.	.	.	.	.	.	.
surface_downward_eastward_stress	.	.	.	.	.	.	.	.	.	.
wind_speed	.	.	.	.	.	.	.	.	.	.
surface_downward_northward_stress	.	.	.	.	.	.	.	.	.	.
northward_wind	.	.	.	.	.	.	.	.	.	.
sss	.	.	.	.	.	.	.	.	.	.

Beta coefficients

	pro1-diam	pro1-chl	pro1-pe	small-diam	small-chl	small-pe	syn-diam	syn-chl	syn-pe	pico1_-diam	pico1_-chl	pico1_-pe	pico2_1-diam	pico2_1-chl	pico2_1-pe	bead-diam	bead-chl	bead-pe	rest1_1-diam	rest1_1-chl	rest1_1-pe	rest1_2-diam	rest1_2-chl	rest1_2-pe	rest2_-diam	rest2_-chl	rest2_-pe	bg-diam	bg-chl	bg-pe
intp	1.224	2.689	0.754	1.544	1.438	0.753	2.588	3.495	3.198	5.033	6.284	1.463	6.092	7.272	1.864	6.519	5.067	6.052	6.846	3.167	2.391	6.257	2.805	2.066	3.386	2.07	1.032	5.48	4.676	4.044
AOU_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
density_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sss_cruise	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst_cruise	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par	0.037	-0.122	.	.	.	.	.	.	.	.	.	.	.	-0.047	0.078	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par_3	.	.	.	.	.	.	.	.	.	.	.	.	0.019	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par_6	0.142	.	.	.	.	.	.	.	.	.	.	.	.	.	-0.007	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par_9	0.019	0.003	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par_12	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
Si	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PO4	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
O2	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
Fe	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PP	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
vgosa	.	.	.	.	.	.	.	.	.	.	.	.	0.003	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
vgos	0.027	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sla	0.047	0.005	.	.	.	.	.	.	.	.	.	.	-0.037	.	.	.	.	.	-0.001	.	.	-0.008	.	.	.	.	.	.	.	.
ugosa	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
ugos	.	-0.002	.	.	.	.	.	.	.	0.005	.	.	.	0	-0.009	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
wind_stress	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
eastward_wind	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
surface_downward_eastward_stress	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
wind_speed	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
surface_downward_northward_stress	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
northward_wind	.	.	.	.	.	.	.	.	.	.	.	.	0.026	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sss	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.

Tables KOK1608

Alpha coefficients

	pro1	pico1_	pico2_1	pico2_2	croco	bead	rest1_1	rest1_2	rest2_	bg
AOU_WOA_clim	.	.	.	.	.	.	.	.	.	.
density_WOA_clim	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	.	.	.	.	.	.	.	.	.	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.
sss_cruise	.	.	.	.	.	.	.	.	.	.
sst_cruise	.	.	.	.	.	.	.	.	.	.
par	.	.	.	.	.	.	.	.	.	.
par_3	.	.	.	.	.	.	.	.	.	.
par_6	.	.	.	.	.	.	.	.	.	.
par_9	.	.	.	.	.	.	.	.	.	.
par_12	.	.	.	.	.	.	.	.	.	.
Si	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.
PO4	.	.	.	.	.	.	.	.	.	.
O2	.	.	.	.	.	.	.	.	.	.
sst	.	.	.	.	.	.	.	.	.	.
Fe	.	.	.	.	.	.	.	.	.	.
PP	.	.	.	.	.	.	.	.	.	.
vgosa	.	.	.	.	.	.	.	.	.	.
vgos	.	.	.	.	.	.	.	.	.	.
sla	.	.	.	.	.	.	.	.	.	.
ugosa	.	.	.	.	.	.	.	.	.	.
ugos	.	.	.	.	.	.	.	.	.	.
wind_stress	.	.	.	.	.	.	.	.	.	.
eastward_wind	.	.	.	.	.	.	.	.	.	.
surface_downward_eastward_stress	.	.	.	.	.	.	.	.	.	.
wind_speed	.	.	.	.	.	.	.	.	.	.
surface_downward_northward_stress	.	.	.	.	.	.	.	.	.	.
northward_wind	.	.	.	.	.	.	.	.	.	.
sss	.	.	.	.	.	.	.	.	.	.

Beta coefficients

	pro1-diam	pro1-chl	pro1-pe	pico1_-diam	pico1_-chl	pico1_-pe	pico2_1-diam	pico2_1-chl	pico2_1-pe	pico2_2-diam	pico2_2-chl	pico2_2-pe	croco-diam	croco-chl	croco-pe	bead-diam	bead-chl	bead-pe	rest1_1-diam	rest1_1-chl	rest1_1-pe	rest1_2-diam	rest1_2-chl	rest1_2-pe	rest2_-diam	rest2_-chl	rest2_-pe	bg-diam	bg-chl	bg-pe
intp	0.847	2.265	0.727	4.961	5.973	1.133	6.588	7.073	1.702	5.855	6.79	1.434	5.722	7.008	5.576	6.563	4.736	5.788	6.554	2.967	2.246	5.837	3.035	1.733	2.777	1.836	0.779	3.485	2.888	2.905
AOU_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
density_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sss_cruise	-0.143	.	.	.	.	.	-0.081	.	.	.	.	.	.	.	0.473	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst_cruise	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par	0.011	-0.099	.	.	-0.019	0.002	0.005	0.003	0.1	0.037	-0.037	0.123	.	0.013	0.037	.	.	-0.019	-0.001	-0.079	.	-0.024	-0.14	-0.025	.	.	0.004	-0.077	-0.077	-0.052
par_3	0.127	.	0.005	0.078	-0.072	.	0.034	.	0.036	0.099	-0.084	0	0.173	-0.139	0.139	.	-0.006	-0.002	.	.	-0.023	.	.	.	.	0.004	0.02	-0.127	0.077	-0.046
par_6	0.07	0.002	0	0.133	.	0.019	0.01	-0.043	.	0.097	-0.038	0.039	0.114	-0.109	.	.	.	.	0.001	.	.	0.004	0.068	.	-0.146	.	.	.	0.055	.
par_9	0.142	0.04	.	0.136	0.028	0.001	0.021	0.022	.	0.049	0.005	-0.041	0.097	-0.033	-0.265	0.012	.	-0.022	-0.001	-0.028	.	.	0.113	0.021	.	-0.008	-0.004	.	.	.
par_12	-0.033	.	0.005	.	-0.005	-0.003	0.028	-0.031	0.072	0.118	-0.081	0.043	0.224	-0.096	.	.	.	.	-0.004	.	.	-0.033	.	.	.	.	.	0.027	-0.028	.
Si	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PO4	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
O2	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
Fe	0.168	0.012	.	.	.	.	-0.002	0.003	-0.03	-0.013	-0.005	-0.118	0.196	0.029	-0.02	0.001	.	.	.	0.053	.	-0.006	0.053	.	0.14	.	.	-0.03	.	-0.146
PP	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
vgosa	.	.	.	.	.	.	.	.	-0.044	-0.077	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
vgos	.	.	.	.	.	.	.	.	.	.	.	-0.08	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sla	.	.	.	.	.	-0.012	.	-0.019	.	0	.	.	0.043	-0.042	0.096	.	.	.	.	.	.	.	.	.	.	.	.	0.031	.	0.209
ugosa	0.077	.	.	-0.006	-0.06	.	0.006	.	.	.	.	.	0.105	-0.006	.	.	.	.	.	.	.	.	.	-0.007	0.106	.	.	.	.	.
ugos	.	0.075	0.005	.	.	.	.	.	.	.	-0.069	.	.	.	.	.	-0.004	.	-0.002	0.024	.	-0.114	.	.	0.067	.	0.002	.	.	.
wind_stress	0.41	0.154	0.021	-0.43	-0.376	-0.15	.	-0.006	-0.029	.	-0.232	-0.282	0.64	.	.	.	.	.	-0.013	-0.002	-0.204	-0.338	.	-0.065	1.242	0.107	0.047	.	0.183	.
eastward_wind	.	.	.	.	.	.	.	.	.	0.311	.	0.144	-0.009	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
surface_downward_eastward_stress	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
wind_speed	.	.	.	-0.066	.	.	.	.	-0.094	-0.038	.	.	.	0.134	.	.	.	.	.	-0.063	.	.	.	.	.	.	.	0.378	.	0.061
surface_downward_northward_stress	.	.	.	.	0.028	.	0.002	.	.	.	.	.	.	.	.	.	.	.	0.009	.	.	.	.	.	.	.	-0.046	.	.	.
northward_wind	0.195	.	.	.	.	.	.	.	.	-0.024	.	-0.14	0.332	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sss	.	.	.	.	.	.	.	0.067	.	.	0.127	0.016	-0.136	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.

Tables KOK1609

Alpha coefficients

	pro1	syn	pico1_	pico2_1	croco	rest1_1	rest1_2	rest2_	bg1	bg2
AOU_WOA_clim	.	.	.	.	.	.	.	.	.	.
density_WOA_clim	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	.	.	.	.	.	.	.	.	.	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	-6.874	.	.	.	.	.
nitrate_WOA_clim	12.341	.	-1.674	-6.694	.	2.595	.	.	.	.
phosphate_WOA_clim	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.
sss_cruise	4.08	-1.46	.	.	.	.	.	.	.	-0.354
sst_cruise	.	.	.	0.366	.	-0.245	.	.	.	.
par	0.043	.	.	0.052	0.074	-0.049	-0.09	-0.04	.	.
par_3	0.146	.	.	0.478	0.69	.	.	-0.018	.	.
par_6	0.122	.	0.088	.	.	-0.019	.	-0.066	-0.033	.
par_9	0.103	.	.	0.215	0.174	-0.006	.	-0.01	-0.002	.
par_12	-0.038	.	.	0.226	0.255	.	.	.	.	.
Si	-0.368	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.
CHL	-20.898	-10.723	2.333	.	55.727	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.
PO4	.	.	0.403	.	-0.129	.	.	.	.	.
O2	.	.	.	.	.	.	.	.	.	.
sst	.	.	.	.	.	.	.	.	.	.
Fe	.	.	.	.	.	.	.	.	.	.
PP	.	.	.	.	.	.	.	.	.	.
vgosa	.	.	.	0.086	.	.	.	.	.	.
vgos	.	.	.	.	.	.	.	.	.	.
sla	.	.	.	.	.	.	.	.	.	.
ugosa	0.015	.	-0.231	0.53	.	-0.009	.	.	.	.
ugos	0.291	.	.	.	.	.	0.088	.	.	.
wind_stress	.	0.266	.	.	0.211	.	.	.	.	.
eastward_wind	.	.	.	.	.	.	0.049	.	.	.
surface_downward_eastward_stress	.	.	.	.	.	.	.	.	.	.
wind_speed	-0.317	.	.	.	.	.	.	.	.	.
surface_downward_northward_stress	-0.017	.	0.02	-0.089	.	.	.	.	.	.
northward_wind	0	.	.	.	0.16	.	.	.	.	.
sss	0.282	.	.	.	.	.	.	.	.	.

Beta coefficients

	pro1-diam	pro1-chl	pro1-pe	syn-diam	syn-chl	syn-pe	pico1_-diam	pico1_-chl	pico1_-pe	pico2_1-diam	pico2_1-chl	pico2_1-pe	croco-diam	croco-chl	croco-pe	rest1_1-diam	rest1_1-chl	rest1_1-pe	rest1_2-diam	rest1_2-chl	rest1_2-pe	rest2_-diam	rest2_-chl	rest2_-pe	bg1-diam	bg1-chl	bg1-pe	bg2-diam	bg2-chl	bg2-pe
intp	0.954	2.324	0.713	2.666	3.205	2.887	5.202	6.48	1.217	6.352	7.017	1.563	5.627	6.937	5.763	6.19	2.512	1.708	6.511	4.992	4.311	3.448	1.982	0.974	4.93	3.324	4.287	3.667	4.744	2.24
AOU_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
density_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	0.005	-0.024	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sss_cruise	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst_cruise	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par	0.077	-0.062	.	.	.	.	.	.	0.051	.	-0.001	0.074	.	.	0.072	.	-0.027	.	.	.	.	.	.	.	.	.	.	.	.	.
par_3	0.055	-0.032	.	.	.	.	0.029	-0.141	.	.	-0.067	.	0.172	-0.194	0.058	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par_6	0.153	.	.	.	.	.	0.106	-0.031	.	0.034	-0.03	-0.015	0.116	-0.086	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par_9	0.089	.	.	.	.	.	0.049	-0.052	-0.022	0.011	-0.033	-0.011	0.13	-0.072	-0.258	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par_12	-0.028	.	.	.	.	.	.	-0.023	.	0.004	-0.052	.	0.2	-0.084	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
Si	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PO4	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
O2	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
Fe	-0.017	.	.	.	.	.	.	.	.	0.005	0.014	.	.	.	-0.033	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PP	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
vgosa	.	.	.	.	.	.	.	.	.	.	.	.	.	0.026	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
vgos	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sla	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
ugosa	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
ugos	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
wind_stress	.	.	.	.	.	.	.	.	.	.	-0.006	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
eastward_wind	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
surface_downward_eastward_stress	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
wind_speed	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
surface_downward_northward_stress	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
northward_wind	.	.	.	.	.	.	.	.	.	.	-0.022	.	.	-0.097	0.002	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sss	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.

Tables MGL1704

Alpha coefficients

	pro1	syn	pico1_	pico2_1	pico3_	rest1_1	rest1_2	rest2_	bg1	bg2
AOU_WOA_clim	.	0.02	0.014	-0.004	-0.036	.	-0.063	-0.146	0.021	0.028
density_WOA_clim	.	.	3.787	.	-0.64	0.107	.	.	0.023	-0.507
o2sat_WOA_clim	-0.083	.	-1.972	0.493	0.97	.	.	0.342	-0.132	-0.001
oxygen_WOA_clim	.	.	.	.	.	.	.	0.034	.	.
salinity_WOA_clim	1.516	0.223	.	.	.	.	-0.148	-0.023	.	-0.915
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	-2.264	-0.248	0.455	.	.	0.103	0.001	.	0.069
phosphate_WOA_clim	-1.835	.	.	.	.	.	.	.	.	0.034
silicate_WOA_clim	3.764	-0.157	-2.949	-1.349	-1.298	0.157	0.253	2.224	0.814	-0.28
sss_cruise	-0.092	0.044	-0.128	0.001	-0.025	0.137	0.132	0.074	-0.001	-0.015
sst_cruise	1.096	-0.415	-3.745	-0.567	.	.	0.032	0.636	.	0.837
par	-0.069	0.144	0.101	0.142	-0.073	-0.046	.	-0.107	.	0.008
par_3	0.036	-0.032	0.22	0.019	-0.019	-0.087	0.037	0.118	-0.019	-0.087
par_6	0.11	0.047	0.072	-0.002	0.04	0.002	-0.156	-0.16	-0.1	-0.106
par_9	.	0.118	0.31	0.139	-0.209	-0.022	.	-0.113	-0.005	0.029
par_12	0.001	0.066	0.018	.	.	.	-0.031	-0.071	.	-0.166
Si	.	3.82	.	1.393	1.757	-0.226	0.885	-0.703	-1.038	.
NO3	1.088	.	.	.	-0.316	.	.	.	.	.
CHL	.	.	-4.739	-3.856	3.746	.	-0.005	0.354	2.397	3.836
PHYC	-0.782	.	4.619	-0.427	.	.	.	0.436	.	.
PO4	1.082	.	-0.782	0.165	-0.37	.	-0.512	.	0.001	.
O2	-0.913	.	.	0.411	.	0.037	.	.	0.006	.
sst	.	.	-1.326	0.554	-0.465	0.012	.	0.81	.	-0.017
Fe	.	-0.055	1.944	0.179	.	-0.026	0.214	0.258	-0.129	-0.235
PP	.	-0.363	.	0.181	-1.081	.	-0.237	0.058	0.02	0.258
vgosa	.	0.044	0.3	.	-0.152	.	.	-0.079	-0.026	.
vgos	-0.029	.	.	0.23	0.026	0.009	-0.167	-0.277	.	.
sla	-0.197	-1.198	0.763	0.017	0.002	-0.148	-0.002	0.122	-0.085	0.031
ugosa	.	.	0.132	0.533	-0.103	-0.197	-0.132	.	.	0.432
ugos	-0.067	0.224	-0.667	-0.475	.	0.207	0.215	0.045	.	-0.307
wind_stress	-0.306	-0.825	0.893	0.006	.	-0.01	.	0.16	.	.
eastward_wind	0.244	0.089	-0.982	-0.895	.	-0.019	-0.073	0.005	0.003	.
surface_downward_eastward_stress	-0.249	-0.565	1.275	1.287	.	.	-0.089	0.409	.	0.028
wind_speed	.	0.554	-0.894	-0.086	-0.194	0.054	0.145	-0.041	0.023	.
surface_downward_northward_stress	.	.	.	-0.412	-0.216	0.164	0.006	0.115	.	-0.151
northward_wind	-0.5	-0.374	-0.27	0.543	0.329	0.001	.	-0.152	.	0.281
sss	-0.212	-0.986	4.581	0.954	0.285	.	-0.186	-0.049	.	.

Beta coefficients

	pro1-diam	pro1-chl	pro1-pe	syn-diam	syn-chl	syn-pe	pico1_-diam	pico1_-chl	pico1_-pe	pico2_1-diam	pico2_1-chl	pico2_1-pe	pico3_-diam	pico3_-chl	pico3_-pe	rest1_1-diam	rest1_1-chl	rest1_1-pe	rest1_2-diam	rest1_2-chl	rest1_2-pe	rest2_-diam	rest2_-chl	rest2_-pe	bg1-diam	bg1-chl	bg1-pe	bg2-diam	bg2-chl	bg2-pe
intp	1.238	1.192	0.34	2.75	2.692	3.128	5.491	6.073	0.909	6.901	7.229	1.61	5.419	5.596	0.672	7.323	2.609	2.677	7.035	0.837	1.107	2.076	0.572	0.371	4.586	1.886	1.975	6.706	5.914	3.312
AOU_WOA_clim	.	.	-0.003	.	-0.198	-0.277	0.056	0.071	.	.	.	.	0.034	.	.	.	-0.002	.	.	-0.013	.	-0.05	-0.046	.	.	-0.08	-0.024	.	-0.141	.
density_WOA_clim	-0.04	.	.	.	.	.	.	.	.	.	-0.216	.	.	.	.	-0.066	0.018	.	.	.	.	0.142	.	.	.	.	.	0.078	.	-0.402
o2sat_WOA_clim	.	0.167	.	0.059	.	.	.	-0.072	.	0.045	-0.043	.	.	.	-0.038	.	.	.	-0.005	.	-0.003	.	.	.	.	.	.	.	.	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	0.077	.	.	0.051	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	-0.211	.	.	.	.	0.004	.	.	-0.16	.	.	.	.	.	.	.	.	.	.	0.042	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	.	.	0.019	.	.	0.264	.	.	.	.	-0.086	.	.	.	0.062	.	.	0.066	.	.	0.074	.	.	0.043	0.035	.	.	.	.	.
silicate_WOA_clim	-0.047	.	.	.	.	.	.	0.107	.	-0.036	0.3	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sss_cruise	-0.002	-0.155	-0.007	-0.025	-0.157	-0.055	0.126	0.055	0.02	.	-0.017	-0.014	0.003	-0.148	0.004	-0.013	-0.024	-0.024	0.003	-0.018	.	0.059	-0.015	0.002	-0.006	-0.035	.	0.001	.	-0.067
sst_cruise	.	.	.	0.05	.	-0.137	.	.	.	0.07	-0.292	.	0.174	-0.139	.	.	.	.	.	.	.	-0.08	.	.	.	.	.	.	.	.
par	0.06	-0.067	0	0.002	-0.06	0.032	0.056	-0.053	0.023	0.016	-0.059	0.066	0.024	-0.114	0.014	.	.	.	.	.	-0.017	.	0.004	0	.	.	.	.	.	.
par_3	0.02	-0.03	0.001	0.065	.	.	0.125	.	0.01	0.038	-0.03	.	.	.	-0.002	.	.	0.011	0.009	-0.009	.	.	0.009	-0.001	.	-0.027	.	.	.	0.014
par_6	0.091	0.014	0.001	0.022	-0.017	0.001	0.1	0.067	0.027	0.026	-0.055	-0.059	0.028	.	.	-0.002	.	.	.	-0.001	-0.023	.	0.004	-0.001	.	.	.	.	.	0.011
par_9	0.087	.	.	0.04	-0.038	.	0.209	0.072	0.01	0.026	-0.046	-0.017	0.066	-0.02	.	.	.	.	0.001	-0.001	.	.	.	-0.001	.	.	.	.	-0.005	.
par_12	-0.02	.	.	.	0.007	.	0.093	.	.	0.018	-0.046	-0.02	-0.031	0.005	-0.012	.	0.004	-0.001	.	0.009	.	.	0.001	-0.001	.	.	.	.	.	.
Si	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	0.319	.	.	-0.07	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.	0.103	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PO4	0.025	.	0.002	.	.	.	.	.	0.179	.	0.245	.	-0.012	0.171	.	.	.	0.047	0.013	.	.	.	.	.	.	.	.	.	.	.
O2	.	.	.	.	.	.	.	0.066	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	0.007	.	.	.	.	.	.
sst	-0.236	-0.041	.	.	-0.057	.	.	-0.037	0.139	.	.	0.299	.	.	.	0.001	.	.	0.048	-0.078	.	.	-0.024	.	.	.	.	.	.	.
Fe	0.055	.	.	.	0.336	0.515	0.309	.	.	.	0.016	.	.	.	0.032	.	.	.	.	-0.017	.	.	.	0.005	.	.	.	.	.	0.024
PP	0.02	.	.	0.022	-0.107	-0.187	0.307	-0.137	.	0.073	-0.13	0.086	.	-0.127	.	0.015	.	0.008	0.035	-0.048	.	.	-0.024	.	.	.	.	.	.	.
vgosa	-0.033	-0.059	.	.	-0.051	.	0.112	-0.137	.	0.053	-0.015	0.008	0.09	-0.067	0.001	.	.	0.061	.	.	0.005	0.174	.	0.005	.	.	.	.	.	0.252
vgos	.	.	.	.	.	.	.	.	0.005	.	.	.	.	.	.	-0.014	.	.	-0.024	.	.	.	0.001	.	.	.	.	.	.	.
sla	-0.062	-0.048	.	0.203	.	.	-0.161	.	.	.	.	0.005	.	.	.	.	.	0.001	0.025	-0.016	.	0.061	.	0	.	.	.	0.015	.	0.245
ugosa	.	.	0.001	.	.	.	.	.	0.101	.	-0.026	-0.018	0.072	.	0.002	.	-0.024	.	.	.	0.007	.	-0.001	0.002	.	.	.	.	-0.064	.
ugos	0.012	.	.	-0.089	0.09	0.183	0.104	0.065	.	-0.037	.	-0.003	.	.	.	.	.	.	0	.	.	.	.	.	.	.	.	0.039	.	.
wind_stress	.	-0.037	.	.	-0.375	-0.132	0.203	-0.046	.	0.154	-0.164	0.003	.	.	0.032	.	.	.	0.05	.	.	.	-0.04	-0.002	.	.	.	.	.	0.146
eastward_wind	0.057	.	0.009	-0.04	0.007	0.01	-0.254	.	0.074	-0.057	0.102	0.171	-0.021	0.038	0.023	0.001	0.012	.	-0.027	.	.	.	0.005	0.008	.	0.004	0.007	0.032	.	-0.01
surface_downward_eastward_stress	.	-0.031	0.004	.	-0.017	.	.	.	.	0.106	0	.	.	-0.215	.	0.009	.	.	-0.022	.	0.001	-0.046	-0.017	.	.	.	.	.	.	-0.091
wind_speed	-0.021	0.066	0.007	-0.081	0.321	0.144	-0.407	.	-0.007	-0.124	0.16	.	-0.014	0.15	.	0	.	.	.	0.016	-0.004	0.175	0.043	0	.	0.032	.	0.015	.	.
surface_downward_northward_stress	-0.045	.	.	0.028	.	.	0.084	-0.091	.	-0.019	.	0.004	.	.	0.025	.	.	.	.	-0.003	0.007	0.024	-0.008	0.006	.	.	.	.	-0.031	.
northward_wind	.	.	-0.002	.	0.025	.	.	-0.057	-0.009	0.052	-0.064	.	0.026	-0.002	.	.	0.007	.	-0.001	.	.	.	-0.003	.	.	.	.	.	-0.006	-0.076
sss	-0.044	0.028	.	.	.	.	.	-0.035	.	.	0.065	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	-0.193	.	.	-0.133

Tables KM1708

Alpha coefficients

	pro1	pico1_	pico2_1	pico4_	croco	bead	rest1_1	rest2_	bg1	bg2
AOU_WOA_clim	.	0.478	.	1.462	-3.269	.	.	.	.	.
density_WOA_clim	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	.	.	.	.	.	.	.	.	.	.
oxygen_WOA_clim	-1.749	.	.	.	1.841	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	-0.068	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	-1.208	.	.
nitrate_WOA_clim	-0.926	1.61	-3.659	.	.	-0.276	.	.	6.278	.
phosphate_WOA_clim	3.748	.	4.721	.	.	.	0.861	.	-1.767	.
silicate_WOA_clim	.	-0.505	1.58	.	.	.	.	.	.	.
sss_cruise	.	.	1.303	.	-0.8	-0.878	.	.	.	.
sst_cruise	0.865	.	2.377	.	-0.428	-0.437	0.137	0.267	-0.388	-0.366
par	0.082	.	0.28	0.002	0.337	.	-0.006	-0.005	-0.316	-0.005
par_3	.	-0.088	.	.	0.203	.	0.031	.	0.003	-0.058
par_6	0.104	-0.019	0.378	.	0.191	.	-0.025	.	0	-0.045
par_9	0.123	.	0.026	-0.152	0.289	-0.015	.	.	.	.
par_12	-0.036	.	0.151	-0.024	0.172	0.024	0.001	-0.052	.	.
Si	.	.	5.2	.	23.291	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.
CHL	-52.966	-5.787	.	.	57.919	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.
PO4	.	.	.	.	-9.753	.	.	.	.	.
O2	.	.	.	.	2.183	.	.	.	.	-0.012
sst	1.884	.	.	.	.	.	.	-0.542	-1.709	0.774
Fe	.	.	.	.	.	.	.	.	.	.
PP	.	.	.	.	.	.	.	.	.	.
vgosa	.	-0.005	0.002	.	.	.	0	.	.	.
vgos	0.094	-0.014	.	.	.	0.013	-0.002	.	.	.
sla	.	.	.	.	.	.	-0.058	.	.	.
ugosa	0.06	-0.007	.	.	-0.009	.	.	.	.	.
ugos	0.042	.	0.074	.	.	.	.	.	-0.009	0.032
wind_stress	0.206	.	.	.	0.097	.	.	.	-0.241	.
eastward_wind	.	0.151	-0.343	.	.	.	.	-0.035	.	.
surface_downward_eastward_stress	.	.	.	.	.	.	.	.	.	.
wind_speed	.	.	.	.	.	.	-0.015	.	.	.
surface_downward_northward_stress	.	.	.	.	.	0.178	.	-0.18	-0.102	.
northward_wind	.	.	0.204	.	-0.002	.	.	.	.	.
sss	.	.	-0.208	0.028	.	0.02	.	.	-0.416	.

Beta coefficients

	pro1-diam	pro1-chl	pro1-pe	pico1_-diam	pico1_-chl	pico1_-pe	pico2_1-diam	pico2_1-chl	pico2_1-pe	pico4_-diam	pico4_-chl	pico4_-pe	croco-diam	croco-chl	croco-pe	bead-diam	bead-chl	bead-pe	rest1_1-diam	rest1_1-chl	rest1_1-pe	rest2_-diam	rest2_-chl	rest2_-pe	bg1-diam	bg1-chl	bg1-pe	bg2-diam	bg2-chl	bg2-pe
intp	0.46	1.111	0.313	5.265	5.931	0.558	6.934	7.011	1.505	5.128	6.156	1.259	6.358	6.717	5.462	7.294	4.339	5.819	7.077	2.029	1.882	4.245	0.773	0.375	6.795	5.577	3.02	4.115	1.846	2.069
AOU_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
density_WOA_clim	0.002	.	.	.	.	.	.	.	.	.	.	.	.	-0.273	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	-0.46	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	0.313	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sss_cruise	-0.368	-0.317	-0.025	.	.	.	0.114	-0.115	0.096	.	.	.	0.207	0.386	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst_cruise	0.716	0.102	0	.	.	.	.	.	-0.015	.	.	.	1.2	-0.299	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par	0.093	-0.046	0	.	-0.105	0.043	0.032	-0.012	0.095	.	.	0.04	0.102	-0.068	-0.068	.	.	.	0.015	.	.	.	.	0.005	0.07	0.03	0.07	.	.	.
par_3	0.023	-0.031	0.001	0.075	-0.091	0.001	.	-0.122	.	.	-0.006	.	0.075	-0.198	0.031	0.005	0.009	.	0.01	-0.027	0.004	.	.	.	.	.	.	-0.014	-0.036	0.011
par_6	0.1	0.007	0.002	0.098	.	0.011	0.095	0.054	-0.019	.	.	.	0.176	-0.018	.	0.037	.	.	.	-0.015	.	0.021	-0.005	.	.	.	-0.005	.	.	.
par_9	0.108	0.021	.	0.159	.	.	-0.034	-0.121	-0.042	.	.	-0.03	0.125	-0.193	-0.346	.	.	-0.017	-0.018	.	.	.	.	.	-0.017	-0.119	.	.	.	.
par_12	-0.034	.	.	.	-0.05	-0.003	0.094	-0.025	0.016	.	.	.	0.199	-0.114	-0.132	.	-0.03	-0.004	0.007	0.071	0.101	.	.	.	.	.	.	.	.	-0.035
Si	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PO4	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
O2	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst	-0.058	.	.	.	.	.	.	.	.	.	.	.	-0.572	.	0.031	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
Fe	-0.002	.	-0.001	-0.012	-0.009	-0.002	.	0.029	0	.	.	.	-0.168	0.036	0.089	.	-0.034	-0.03	0.002	0.007	.	-0.015	.	.	-0.01	-0.046	-0.043	0.025	0.002	-0.001
PP	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
vgosa	.	.	.	.	0.011	.	0.001	0.024	.	.	.	.	0.039	.	-0.017	-0.003	.	.	.	.	.	.	-0.002	.	.	.	.	.	.	.
vgos	0.037	0.027	0.001	.	0.012	.	0.002	.	.	.	.	.	.	0.035	-0.031	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sla	-0.014	.	.	.	.	.	.	.	-0.022	.	.	.	-0.173	.	0.314	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
ugosa	.	0.005	.	.	.	.	.	-0.007	.	.	.	.	.	0.08	.	.	.	-0.007	.	.	.	.	.	.	.	.	.	.	.	.
ugos	0.021	.	.	.	-0.002	.	0.002	.	.	.	.	.	0.079	.	0.022	.	.	.	0.034	.	.	.	0	.	.	.	.	.	.	.
wind_stress	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
eastward_wind	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
surface_downward_eastward_stress	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
wind_speed	-0.102	-0.027	-0.003	.	.	.	0.031	0.029	0.067	.	.	.	-0.243	0.024	0.14	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
surface_downward_northward_stress	.	.	.	.	.	.	.	.	.	.	.	.	-0.016	0.339	0.211	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
northward_wind	0.038	.	.	.	.	.	.	0.086	-0.048	.	.	.	.	.	.	.	.	.	.	.	.	.	.	0.008	.	.	.	.	.	.
sss	.	.	.	.	.	.	-0.005	.	.	.	.	.	-0.843	0.32	0.094	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.

Tables KM1709

Alpha coefficients

	pro1	pico1_	pico2_1	pico2_2	croco	rest1_1	rest1_2	rest2_	bg1	bg2
AOU_WOA_clim	0	.	.	0.181	.	.	.	.	.	-0.037
density_WOA_clim	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	.	.	.	-0.016	-0.469	.	.	.	.	0.074
oxygen_WOA_clim	3.603	.	-0.223	-0.213	-8.966	-1.723	.	1.398	1.284	1.212
salinity_WOA_clim	.	.	0.36	.	-5.864	.	.	.	.	.
conductivity_WOA_clim	2.564	-3.508	-4.376	.	1.307	.	-0.034	0.761	.	.
nitrate_WOA_clim	-15.132	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	1.554	.	.	.	0.03	.	-0.153	0.39	.	.
silicate_WOA_clim	9.673	.	-5.835	-8.952	.	-1.336	.	.	.	0.164
sss_cruise	0.061	-0.089	-0.534	0.526	-3.553	-0.073	0.253	0.163	.	.
sst_cruise	-1.795	.	-0.035	6.133	5.518	0.843	1.61	.	-1.253	.
par	0.016	.	0.191	.	0.895	-0.192	.	-0.012	.	-0.183
par_3	0.016	-0.327	0.193	0.028	0.189	-0.018	-0.099	0.023	-0.016	-0.143
par_6	0.01	-0.019	0.063	0.178	0.111	-0.036	-0.01	0.035	-0.076	-0.185
par_9	0.07	-0.124	0.165	0.036	0.269	0.005	-0.009	-0.026	-0.005	-0.1
par_12	-0.044	.	0.043	0.068	0.863	-0.001	-0.073	-0.025	.	.
Si	-0.729	-1.97	.	10.346	-10.855	2.139	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.
CHL	-23.362	.	18.912	0.444	-198.141	-3.452	.	49.909	18.758	.
PHYC	-104.529	13.21	6.843	-22.145	95.391	.	3.935	-61.373	-9.086	.
PO4	.	.	0.761	-0.072	.	.	.	1.311	.	.
O2	-0.034	10.15	11.767	-6.625	-4.438	.	8.033	-4.097	.	2.55
sst	1.819	-0.157	.	-8.375	.	-2.296	-0.667	2.218	1.597	.
Fe	-1.897	1.382	2.059	.	.	.	0.938	.	.	.
PP	64.203	.	.	.	-33.341	.	.	.	.	.
vgosa	.	0	-0.011	-0.025	0.105	0.088	.	-0.02	-0.017	.
vgos	-0.096	0.025	.	.	.	.	0.022	-0.02	-0.011	0.016
sla	-0.048	.	.	.	0.619	0.005	-0.002	.	.	-0.08
ugosa	-0.053	.	.	.	0.16	0.025	.	-0.009	-0.004	.
ugos	.	.	0.05	.	-0.081	0.038	0.013	.	0	.
wind_stress	.	.	.	0.015	.	-0.049	.	.	.	.
eastward_wind	2.622	-0.247	-1.337	.	.	.	-0.001	0.243	0.151	.
surface_downward_eastward_stress	0.526	.	1.305	.	-4.217	.	.	.	.	-0.064
wind_speed	1.607	.	.	.	-2.304	.	.	.	.	.
surface_downward_northward_stress	1.252	.	-0.588	-0.191	-0.333	0.053	.	0.43	.	.
northward_wind	-0.558	.	0.432	.	.	.	0.053	-0.357	-0.044	.
sss	-0.698	-0.937	0.493	-0.51	2.988	.	.	0.464	0.415	.

Beta coefficients

	pro1-diam	pro1-chl	pro1-pe	pico1_-diam	pico1_-chl	pico1_-pe	pico2_1-diam	pico2_1-chl	pico2_1-pe	pico2_2-diam	pico2_2-chl	pico2_2-pe	croco-diam	croco-chl	croco-pe	rest1_1-diam	rest1_1-chl	rest1_1-pe	rest1_2-diam	rest1_2-chl	rest1_2-pe	rest2_-diam	rest2_-chl	rest2_-pe	bg1-diam	bg1-chl	bg1-pe	bg2-diam	bg2-chl	bg2-pe
intp	1.242	1.465	0.332	5.522	6.147	0.498	6.667	6.768	1.064	7.425	7.523	1.818	6.965	7.015	5.421	7.102	4.653	3.534	7.051	1.614	1.267	2.495	0.987	0.377	3.341	2.219	2.19	5.104	5.184	0.924
AOU_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	0.025	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
density_WOA_clim	0.075	.	-0.008	.	.	.	.	-0.409	-0.371	-0.488	-0.163	.	.	-0.342	-0.323	-0.355	.	.	-0.462	.	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	0.008	-0.202	0.015	0.128	-0.002	.	.	-0.178	.	-0.052	.	0.045	-0.176	-0.393	-0.038	.	.	.	-0.023	.	.	.	-0.033	0.005	0.002	.	.	.	.	-0.004
oxygen_WOA_clim	.	-0.094	.	.	.	.	.	.	.	.	.	.	.	-0.979	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	-0.621	-0.16	0.018	.	.	.	-0.311	0.275	0.417	0.149	.	.	-0.793	.	0.19	.	.	.	0.123	.	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sss_cruise	-0.104	.	0.024	.	.	.	-0.007	0.072	0.015	.	.	.	.	-0.044	0.527	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst_cruise	.	-0.354	0.019	.	.	.	.	.	0.431	0.147	.	.	.	-0.879	0.143	.	.	.	.	.	0.01	.	-0.051	.	.	.	.	.	.	.
par	0.014	-0.12	0	.	-0.053	0.026	0.034	-0.125	0.146	-0.015	0.032	0.161	0.194	-0.105	-0.026	0.033	.	0.301	-0.018	.	0.004	.	.	.	.	.	0.011	-0.036	0.015	0.012
par_3	0.127	-0.019	0.001	0.01	-0.182	.	0.081	-0.078	0.003	-0.011	-0.015	.	0.058	-0.09	0.023	-0.021	0.048	-0.001	.	-0.021	-0.028	-0.13	0	.	-0.009	-0.031	.	-0.003	0.011	0.018
par_6	0.114	0.03	0	0.21	.	0.001	0.019	-0.109	-0.068	-0.006	-0.044	-0.041	0.162	-0.152	-0.088	-0.018	0.05	-0.039	0.003	-0.015	.	-0.166	.	-0.002	.	-0.03	-0.003	-0.016	.	.
par_9	0.096	0.002	0	0.117	-0.02	.	0.03	-0.035	-0.081	-0.031	-0.009	-0.015	0.19	-0.198	-0.29	-0.021	.	-0.07	-0.012	.	-0.02	.	.	0	-0.002	-0.002	-0.07	.	.	.
par_12	-0.031	-0.032	0.002	0.025	-0.005	.	0.087	-0.089	0.075	-0.01	-0.041	0.093	0.216	-0.106	-0.238	.	-0.027	.	-0.012	0.032	0.048	0.024	-0.002	0.001	.	-0.017	-0.056	0.012	-0.11	.
Si	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PO4	.	.	.	.	.	.	.	.	.	.	.	.	.	-0.297	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
O2	0.719	.	-0.046	.	.	.	.	-0.448	.	.	.	.	1.272	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst	.	-0.336	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
Fe	.	.	.	.	.	.	.	.	.	.	.	.	0.449	.	1.021	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PP	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
vgosa	-0.083	.	.	-0.008	0	.	-0.034	0.274	.	.	.	.	-0.976	-0.002	.	.	0.076	.	.	.	.	.	0.007	.	.	.	.	.	.	0.001
vgos	0.117	.	-0.003	.	.	-0.004	0.003	-0.289	-0.038	-0.015	.	-0.06	0.988	.	-0.042	-0.038	.	.	-0.008	0.016	-0.005	.	.	-0.001	0.02	.	.	.	.	.
sla	-0.02	-0.044	0.003	-0.004	-0.008	0.003	0.005	-0.007	0.018	0.023	-0.004	0.017	0.046	-0.003	0.1	0.028	0.035	0.036	0.033	0.008	0.023	-0.018	.	0.002	.	-0.025	-0.038	-0.019	0.008	0.001
ugosa	-0.008	0.011	0.009	.	-0.015	-0.003	-0.003	.	.	-0.148	.	.	0.039	0.003	-0.01	0	0.009	.	.	0.002	-0.001	-0.021	-0.003	.	.	.	.	.	.	-0.003
ugos	0.045	0.004	-0.01	-0.027	.	.	.	-0.008	-0.019	0.156	0.005	-0.009	.	0.008	.	.	.	.	0.007	.	.	.	.	0	-0.004	0.006	.	-0.027	.	.
wind_stress	.	-0.314	.	.	.	.	-0.011	0.002	.	.	-0.001	.	.	0.179	.	.	-0.052	.	-0.032	.	.	.	.	0.005	.	-0.032	.	.	.	.
eastward_wind	-0.654	-0.389	0.024	.	.	.	.	.	0.053	.	.	0.01	-0.551	0.161	.	.	.	.	0.006	.	.	-0.137	.	.	.	.	.	.	.	.
surface_downward_eastward_stress	1.107	.	0.016	.	.	.	.	.	.	.	.	.	0.834	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
wind_speed	0.234	.	0.024	-0.03	0.018	0.001	.	.	.	0.018	.	.	0.097	.	0.118	.	.	0.011	.	.	0.012	.	-0.024	.	.	-0.022	0.004	.	.	.
surface_downward_northward_stress	-0.414	-0.18	0.018	-0.193	.	.	.	0.124	0.127	0.359	0.197	0.193	-0.91	.	0.139	0.104	0.247	0.266	0.133	-0.03	0.04	-0.114	.	.	-0.327	.	.	-0.084	.	0.002
northward_wind	0.26	0.052	.	.	-0.062	.	0.061	.	.	-0.189	.	.	0.774	0.139	-0.055	.	.	.	.	.	.	.	0.001	0.008	.	.	-0.012	.	.	.
sss	0.187	-0.019	0.003	.	.	.	.	.	.	-0.034	-0.006	.	-0.118	.	0.414	.	.	.	.	.	.	.	-0.022	.	.	.	.	.	.	.

Tables KM1713

Alpha coefficients

	pro1	pico1_	pico2_1	pico2_2	croco	rest1_1	rest1_2	rest2_	bg	rest1_3
AOU_WOA_clim	.	.	0.079	0.002	.	.	.	.	.	.
density_WOA_clim	-0.27	.	.	-0.243	.	0.205	.	.	.	.
o2sat_WOA_clim	.	0.159	.	-0.008	0.628	-0.01	-0.026	0.046	.	.
oxygen_WOA_clim	.	-0.04	.	.	.	0.981	.	-0.374	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	-0.002
conductivity_WOA_clim	0.011	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	-0.158	0.408	0.478	.	-0.758	.	.	.	-0.274
phosphate_WOA_clim	.	.	.	.	.	-0.064	0.222	.	0.202	.
silicate_WOA_clim	-0.174	0.129	-0.107	-0.027	.	-0.178	0.008	0.11	0.016	.
sss_cruise	0.391	-1.53	.	1.303	.	.	.	-0.44	.	-0.238
sst_cruise	.	.	.	-0.042	.	.	.	.	.	.
par	0	0.009	-0.014	0.059	0.276	-0.014	-0.053	.	-0.044	.
par_3	.	0.028	-0.117	0.052	0.297	0.114	-0.01	-0.035	-0.037	.
par_6	0.006	.	0.167	0.128	0.067	-0.074	.	-0.044	-0.044	-0.016
par_9	0.005	-0.007	0.056	.	0.421	-0.016	.	.	.	.
par_12	-0.003	-0.013	0.047	0.064	0.123	-0.007	0.019	-0.067	0.003	-0.054
Si	.	0.52	-0.082	-0.045	.	.	.	0.064	0.029	-0.131
NO3	.	.	.	.	.	.	.	.	.	.
CHL	-0.667	.	.	8.201	.	.	.	-3.079	.	.
PHYC	.	.	0.703	.	.	-0.247	-0.058	.	.	.
PO4	-0.648	.	.	.	.	.	.	.	.	.
O2	-0.119	.	0.23	0.136	.	.	.	.	.	.
sst	.	.	.	.	1.708	.	.	.	.	.
Fe	-0.064	.	0.283	-0.535	.	-0.285	0.59	0.4	-0.1	.
PP	.	1.891	.	-0.848	-0.055	.	.	0.522	.	0.115
vgosa	.	-0.268	0.235	-0.239	.	0	0.105	0.168	.	.
vgos	.	-0.211	.	.	0.865	-0.022	.	.	-0.009	.
sla	.	0.891	-0.637	.	0.429	0.237	-0.15	-0.029	.	0.071
ugosa	0.092	0.175	-0.387	0.34	-0.801	-0.076	0.235	-0.156	0.076	-0.199
ugos	-0.072	.	0.059	-0.395	1.216	.	.	.	.	.
wind_stress	.	.	-0.287	0.44	.	0.381	.	-0.328	.	0.155
eastward_wind	-0.197	.	0.426	-0.128	.	-0.131	0.069	0.228	.	-0.119
surface_downward_eastward_stress	.	0.097	.	.	.	-0.411	.	.	.	.
wind_speed	.	-0.125	.	-0.422	-0.047	.	.	0.219	0.021	.
surface_downward_northward_stress	.	.	-0.062	.	.	0.834	0.012	-0.079	-0.127	.
northward_wind	.	.	0.09	-0.145	-0.975	-1.075	.	0.108	.	-0.238
sss	.	.	-0.092	-0.486	.	.	.	0.268	0.116	.

Beta coefficients

	pro1-diam	pro1-chl	pro1-pe	pico1_-diam	pico1_-chl	pico1_-pe	pico2_1-diam	pico2_1-chl	pico2_1-pe	pico2_2-diam	pico2_2-chl	pico2_2-pe	croco-diam	croco-chl	croco-pe	rest1_1-diam	rest1_1-chl	rest1_1-pe	rest1_2-diam	rest1_2-chl	rest1_2-pe	rest2_-diam	rest2_-chl	rest2_-pe	bg-diam	bg-chl	bg-pe	rest1_3-diam	rest1_3-chl	rest1_3-pe
intp	1.742	2.109	0.393	4.302	5.176	0.484	5.669	6.201	0.788	6.827	7.47	1.267	6.366	7.128	5.728	7.234	1.662	1.286	7.002	4.314	2.904	2.958	1.055	0.399	4.903	2.538	2.646	6.874	1.23	0.638
AOU_WOA_clim	.	.	.	-0.103	.	-0.01	.	-0.005	.	.	.	0.044	.	.	.	.	.	.	-0.009	0.097	.	.	-0.043	.	0.02	.	-0.245	.	-0.028	-0.004
density_WOA_clim	0.359	.	.	.	1.046	.	.	0.006	.	-0.432	0.051	-0.096	.	.	-0.266	.	0.057	.	.	.	.	.	0.219	-0.005	0.101	.	.	-0.046	0.225	0.003
o2sat_WOA_clim	-0.015	.	-0.007	.	0.121	.	.	.	-0.028	-0.05	-0.027	.	0.13	.	-0.024	-0.016	.	0.103	.	.	0.041	.	.	-0.001	.	0.13	.	.	.	.
oxygen_WOA_clim	.	0.07	.	-0.102	.	.	.	.	.	0.262	-0.082	0.176	.	-0.009	.	0.151	0.008	-0.568	.	.	0.126	.	-0.203	.	.	.	.	0.15	.	.
salinity_WOA_clim	.	.	.	.	0.296	.	.	.	.	.	.	-0.168	.	.	.	.	.	.	.	.	.	.	0.003	.	.	.	.	0.041	.	.
conductivity_WOA_clim	-0.093	.	.	.	.	.	0.63	-0.02	.	0.203	-0.272	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	-0.06	.
nitrate_WOA_clim	.	0.432	.	-0.076	-0.293	-0.049	.	-0.588	0.007	0.144	-0.152	0.108	.	-0.005	0.073	-0.015	0.029	0.22	.	.	0.004	0.021	0.106	-0.016	-0.178	.	0.037	-0.02	0.074	.
phosphate_WOA_clim	-0.057	.	.	0.016	-0.196	0.028	0.228	0.439	0.028	.	0.129	-0.072	.	.	.	-0.04	-0.293	0.048	0.039	-0.008	.	-0.09	-0.2	0.011	.	-0.198	.	0.022	-0.264	0.009
silicate_WOA_clim	0.147	-0.012	0.006	0.054	0.061	0.004	0.09	.	0.011	0.001	-0.066	-0.06	-0.254	-0.012	0.011	-0.008	-0.048	0.084	0.004	-0.024	-0.02	-0.013	0.022	-0.003	0.061	-0.03	0.043	-0.001	-0.018	0
sss_cruise	.	0.083	0.003	0.601	-1.639	0.008	0.968	.	0.116	0.111	-0.04	0.147	.	.	.	.	-0.055	.	.	.	.	0.092	-0.14	0.028	.	.	.	0.014	-0.197	0.042
sst_cruise	.	.	-0.004	-0.178	1.04	.	-0.981	0.251	-0.048	-0.322	-0.347	.	-0.047	.	0.334	0.086	0.136	-0.298	.	-0.453	.	.	.	-0.002	.	.	-0.582	.	.	-0.015
par	0.063	-0.067	.	-0.017	-0.084	0.007	.	-0.056	0.036	0.01	-0.031	0.078	0.1	.	-0.038	-0.005	-0.005	-0.012	0.005	-0.058	-0.006	0.012	-0.012	-0.001	.	.	0	0	-0.016	-0.001
par_3	0.043	-0.01	0.002	0.034	-0.013	0.007	0.062	-0.079	0.005	-0.002	-0.046	-0.002	0.079	-0.15	0.013	0.015	0.001	-0.049	.	-0.007	-0.019	0.006	0	0.002	0.003	-0.044	.	0.003	0.012	-0.003
par_6	0.08	.	0.002	0.041	-0.037	0.002	0.116	-0.079	0.006	0.028	-0.032	-0.018	0.122	.	-0.072	-0.011	-0.014	0.021	-0.005	0.008	.	0.031	-0.018	.	.	-0.024	0.004	.	-0.023	0
par_9	0.065	0.001	0.001	0.059	.	0.006	0.055	0.017	-0.001	-0.004	-0.026	-0.004	0.082	-0.158	-0.118	0	0.002	-0.004	.	.	.	0.018	0.012	0	.	.	.	.	0.015	-0.003
par_12	0.007	-0.014	.	0.002	0.023	-0.003	0.024	-0.04	0.001	0.009	-0.011	0.01	0.15	-0.045	-0.148	-0.001	0.003	.	-0.002	-0.008	0.023	0.005	-0.021	0.002	-0.05	-0.02	-0.027	-0.001	-0.019	0
Si	0.066	.	0.017	-0.556	1.248	.	.	0.407	-0.009	-0.169	-0.118	-0.031	-0.02	.	.	.	0.301	-0.115	.	.	0.182	0.273	0.186	0.031	.	0.225	-0.279	0.03	0.205	.
NO3	-0.357	.	.	.	.	.	.	.	.	.	.	.	.	.	.	-0.01	.	.	.	.	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	-0.819	.	.	.	.	0.666	-0.447	.	.	.	.	.	.	.	.	.	.	.	-2.747	.	.	.	.	.	-1.652	.
PHYC	.	.	.	.	.	.	.	.	.	.	0.178	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PO4	.	-0.109	.	0.933	-1.208	0.079	.	0.316	0	.	-0.017	.	.	.	.	.	.	.	-0.04	.	.	.	.	0.004	0.057	.	.	0	-0.058	-0.027
O2	0.502	.	.	.	0.296	.	.	-0.321	0.013	.	-0.433	-0.136	.	.	.	.	.	.	-0.208	.	.	.	.	.	.	.	0.024	.	.	0.029
sst	0.237	.	.	.	0.164	.	.	.	.	.	.	-0.235	.	.	.	.	.	.	-0.205	.	.	0.192	0.12	.	.	0.02	-0.011	0.135	0.227	-0.02
Fe	0.402	0.25	.	-0.52	1.123	.	0.04	.	.	-0.106	-0.031	-0.157	.	.	-0.027	-0.014	0.018	.	.	.	.	.	0.346	.	0.087	0.011	.	0.004	0.221	-0.01
PP	-0.002	-0.009	-0.001	-0.095	0.854	.	-0.203	0.048	-0.017	-0.08	0.057	-0.023	.	-0.233	0.193	-0.013	.	0.002	0.007	-0.148	-0.199	.	0.252	-0.002	0.032	.	-0.107	-0.046	0.14	.
vgosa	.	-0.072	-0.001	-0.402	0.046	-0.01	.	0.262	-0.018	-0.039	-0.05	-0.013	0.009	.	.	-0.016	.	0.036	-0.005	.	.	-0.009	0.074	.	0.004	.	.	-0.006	.	.
vgos	-0.06	.	.	0.291	.	.	.	.	.	-0.001	.	.	.	.	.	.	0.034	.	.	.	.	.	.	0.004	.	0.025	0	.	0.037	.
sla	.	-0.002	0.003	0.168	.	0.015	-0.032	-0.372	.	-0.043	-0.061	-0.037	0.082	0.1	.	0.008	0.069	-0.003	.	-0.036	0.019	-0.073	-0.037	-0.01	.	-0.018	.	0.021	0.017	0.005
ugosa	.	.	-0.003	0.096	-0.217	0.06	.	-0.033	0.089	-0.056	0.027	0.006	-0.014	-0.13	.	.	.	0.001	0.007	.	0.077	.	.	0.003	.	.	.	.	0.003	0.009
ugos	-0.012	-0.019	.	.	0.169	.	0.145	.	0.01	0.039	-0.1	-0.05	.	0.111	.	0.024	-0.087	.	.	.	.	.	-0.006	.	.	-0.099	.	.	.	.
wind_stress	0.132	0.193	0.025	0.025	-0.414	0.013	.	-0.36	0.1	.	0.048	0.085	.	.	.	0.058	-0.037	-0.017	.	.	.	0	-0.272	0.004	0.064	-0.064	0.071	0.053	.	0.017
eastward_wind	0.093	-0.03	.	0.257	.	-0.02	0.004	0.178	-0.051	-0.047	.	-0.427	.	.	-0.031	-0.025	0.102	0.115	-0.01	.	-0.253	-0.026	0.236	0.011	0.035	0.179	.	.	.	0.013
surface_downward_eastward_stress	.	.	-0.003	-0.196	0.365	.	.	.	.	0.093	-0.042	0.437	.	.	.	.	.	.	.	.	.	.	-0.192	-0.024	.	.	.	0.007	-0.02	-0.021
wind_speed	.	.	.	.	0.137	.	0.047	0.262	-0.074	-0.028	-0.003	-0.108	-0.072	-0.039	0.028	-0.049	.	.	-0.009	0.098	0.081	-0.059	0.286	.	.	.	-0.048	-0.048	0.057	.
surface_downward_northward_stress	-0.039	0.011	.	0.081	.	0.008	0.192	-0.562	0.144	0.118	.	0.082	.	.	.	0.064	-0.007	-0.112	0.047	0.1	-0.157	.	-0.37	.	0.145	-0.514	.	0.092	-0.255	.
northward_wind	-0.021	0.11	-0.011	-0.002	0.174	-0.011	-0.129	0.461	-0.132	-0.097	-0.001	-0.139	.	-0.036	0.103	-0.057	0.004	0.109	-0.023	.	.	-0.081	0.351	-0.008	-0.191	0.445	.	-0.053	0.225	-0.006
sss	-0.115	.	-0.005	0.269	0.566	0.017	-0.225	0.096	-0.059	-0.023	.	.	-0.151	-0.152	.	-0.023	0.094	-0.02	.	.	-0.03	.	0.027	-0.022	-0.005	0.1	-0.001	-0.026	0.034	-0.014

Tables KM1717

Alpha coefficients

	pro1	syn	pico1_	pico2_1	pico3_	croco	rest1_1	rest1_2	rest2_	bg2
AOU_WOA_clim	.	.	.	.	.	.	.	.	.	.
density_WOA_clim	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	.	.	.	.	.	.	.	.	.	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.
sss_cruise	.	.	.	.	.	.	.	.	.	.
sst_cruise	.	.	.	.	.	.	.	.	.	.
par	.	.	.	.	.	.	.	.	.	.
par_3	.	.	.	.	.	.	.	.	.	.
par_6	.	.	.	.	.	.	.	.	.	.
par_9	.	.	.	.	.	.	.	.	.	.
par_12	.	.	.	.	.	.	.	.	.	.
Si	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.
PO4	.	.	.	.	.	.	.	.	.	.
O2	.	.	.	.	.	.	.	.	.	.
sst	.	.	.	.	.	.	.	.	.	.
Fe	.	.	.	.	.	.	.	.	.	.
PP	.	.	.	.	.	.	.	.	.	.
vgosa	.	.	.	.	.	.	.	.	.	.
vgos	.	.	.	.	.	.	.	.	.	.
sla	.	.	.	.	.	.	.	.	.	.
ugosa	.	.	.	.	.	.	.	.	.	.
ugos	.	.	.	.	.	.	.	.	.	.
wind_stress	.	.	.	.	.	.	.	.	.	.
eastward_wind	.	.	.	.	.	.	.	.	.	.
surface_downward_eastward_stress	.	.	.	.	.	.	.	.	.	.
wind_speed	.	.	.	.	.	.	.	.	.	.
surface_downward_northward_stress	.	.	.	.	.	.	.	.	.	.
northward_wind	.	.	.	.	.	.	.	.	.	.
sss	.	.	.	.	.	.	.	.	.	.

Beta coefficients

	pro1-diam	pro1-chl	pro1-pe	syn-diam	syn-chl	syn-pe	pico1_-diam	pico1_-chl	pico1_-pe	pico2_1-diam	pico2_1-chl	pico2_1-pe	pico3_-diam	pico3_-chl	pico3_-pe	croco-diam	croco-chl	croco-pe	rest1_1-diam	rest1_1-chl	rest1_1-pe	rest1_2-diam	rest1_2-chl	rest1_2-pe	rest2_-diam	rest2_-chl	rest2_-pe	bg2-diam	bg2-chl	bg2-pe
intp	1.164	1.812	0.423	2.733	3.301	3.554	6.19	6.777	0.747	6.722	7.153	1.49	5.439	5.776	1.046	6.442	7.182	6.583	6.801	3.826	3.311	6.646	1.509	1.113	2.574	1.183	0.512	4.641	2.248	2.784
AOU_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
density_WOA_clim	.	.	.	0.013	.	.	.	.	0.012	-0.163	-0.229	0.071	0.036	.	.	.	-0.334	.	-0.026	.	0.039	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	-0.097	.	-0.01	.	.	.	.	.	.	.	-0.039	0.136	.	.	.	-0.564	.	0.012	.	.	.	.	.	.	.	.	-0.004	.	.	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	-0.039	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	-0.03	.	.	.	.	.	.	.	.	-0.036	.	.	.	.	.	-1.209	.	.	.	.	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sss_cruise	.	0.648	.	.	.	.	-0.023	0.576	.	.	.	-0.065	.	.	.	0.303	0.353	1.212	.	.	.	.	0.111	.	-0.109	.	.	.	.	.
sst_cruise	-0.003	-0.429	0.009	.	.	.	0.011	.	.	0.161	.	0.288	.	.	.	0.933	-0.665	-0.618	.	.	.	.	-0.117	-0.035	0.358	-0.007	.	.	.	.
par	0.106	-0.042	-0.004	0.004	0.039	0.076	.	-0.046	0.032	-0.048	-0.006	0.041	.	0.062	0.001	0.038	-0.112	-0.125	-0.019	-0.004	0.099	-0.033	.	-0.004	-0.175	.	.	.	.	.
par_3	0.111	-0.009	0	0.087	-0.074	.	0.145	-0.105	.	0.127	-0.086	-0.003	0.06	.	0.023	0.175	-0.065	0.052	0.034	.	0.067	0.036	-0.029	-0.039	0.09	-0.013	0	0.002	-0.013	0.024
par_6	0.203	.	-0.002	0.123	.	-0.074	0.075	-0.103	-0.027	0.046	-0.026	-0.068	0.137	-0.038	-0.011	0.196	-0.165	-0.215	0.03	0.076	.	0.011	-0.001	0.011	-0.018	.	.	.	.	.
par_9	0.105	0.082	0.004	.	.	0.064	0.069	0.003	.	0.049	-0.04	-0.002	.	.	.	0.142	-0.004	-0.015	0.006	.	0.013	0.03	-0.01	-0.018	.	.	0.002	.	.	.
par_12	-0.028	-0.095	.	0.023	-0.022	-0.038	0.026	-0.091	-0.009	-0.019	-0.092	-0.019	.	0	.	0.157	-0.137	-0.169	-0.011	0.011	-0.008	-0.05	0.022	0.011	-0.072	.	0.004	-0.01	.	-0.008
Si	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PO4	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
O2	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	-0.216	.	.	.	.	.	.	.	.	.	.	.	.	.
sst	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
Fe	-0.013	0.032	-0.004	-0.04	.	.	-0.026	.	.	-0.054	.	0.01	-0.005	0.019	.	-0.077	.	0.044	-0.043	.	.	-0.028	0.004	.	-0.035	.	.	.	.	-0.007
PP	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
vgosa	-0.082	.	-0.002	.	.	.	.	.	.	-0.034	.	.	.	.	.	-0.36	.	0.096	.	.	.	.	.	.	.	.	.	.	.	.
vgos	.	-0.014	.	.	.	.	.	-0.147	0.011	.	-0.074	0.083	.	.	.	.	-0.105	.	-0.06	.	.	.	.	.	.	.	.	0.001	.	.
sla	-0.209	.	.	.	.	.	.	.	.	-0.041	.	.	.	.	.	-1.079	0.01	.	.	.	.	.	.	.	.	.	.	.	.	.
ugosa	0.039	.	0.01	.	.	.	.	.	.	.	-0.004	-0.008	.	.	.	0.194	0.02	-0.138	.	.	.	.	.	.	.	.	0.002	0.03	.	.
ugos	.	.	.	.	.	.	.	-0.052	.	0.08	.	.	.	.	.	-0.116	.	0.053	.	.	.	0.008	-0.013	-0.052	.	.	.	.	.	.
wind_stress	.	.	0.017	.	.	.	-0.055	.	0.042	.	-0.005	.	.	.	.	.	.	.	-0.354	.	.	-0.188	.	.	-0.138	.	.	.	.	.
eastward_wind	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	0.103	.	.	.	.	.	.	.	.	.	.	.	.	.	.
surface_downward_eastward_stress	0.212	.	.	.	.	.	.	.	.	0.646	0.152	.	.	.	.	0.44	.	.	0.054	.	.	.	.	.	.	.	-0.004	.	.	.
wind_speed	0.012	.	.	.	.	.	.	-0.02	.	0.181	-0.042	0.163	.	.	.	.	-0.142	-0.011	0.209	.	.	.	-0.071	-0.087	0.026	.	0.003	.	.	.
surface_downward_northward_stress	0.176	.	.	.	.	.	0.106	.	.	0.162	.	.	.	.	.	0.683	.	.	.	.	.	.	.	.	0.023	.	.	.	.	.
northward_wind	.	0.06	-0.003	0.032	.	.	.	.	-0.104	0.141	0.16	-0.289	.	.	-0.096	.	0.157	.	0.311	.	.	0.186	.	.	1.241	.	.	0.051	.	.
sss	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	0.178	.	.	.	.	.	.	.	.	.	.	.	.	.

Tables KOK1801

Alpha coefficients

	pro1	pico1_	pico2_1	pico2_2	bead	rest1_1	rest1_2	rest2_	bg1	bg2
AOU_WOA_clim	.	.	.	.	.	.	.	.	.	.
density_WOA_clim	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	.	.	.	.	.	.	.	.	.	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.
sss_cruise	.	.	.	.	.	.	.	.	.	.
sst_cruise	.	.	.	.	.	.	.	.	.	.
par	.	.	.	.	.	.	.	.	.	.
par_3	.	.	.	.	.	.	.	.	.	.
par_6	.	.	.	.	.	.	.	.	.	.
par_9	.	.	.	.	.	.	.	.	.	.
par_12	.	.	.	.	.	.	.	.	.	.
Si	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.
PO4	.	.	.	.	.	.	.	.	.	.
O2	.	.	.	.	.	.	.	.	.	.
sst	.	.	.	.	.	.	.	.	.	.
Fe	.	.	.	.	.	.	.	.	.	.
PP	.	.	.	.	.	.	.	.	.	.
vgosa	.	.	.	.	.	.	.	.	.	.
vgos	.	.	.	.	.	.	.	.	.	.
sla	.	.	.	.	.	.	.	.	.	.
ugosa	.	.	.	.	.	.	.	.	.	.
ugos	.	.	.	.	.	.	.	.	.	.
wind_stress	.	.	.	.	.	.	.	.	.	.
eastward_wind	.	.	.	.	.	.	.	.	.	.
surface_downward_eastward_stress	.	.	.	.	.	.	.	.	.	.
wind_speed	.	.	.	.	.	.	.	.	.	.
surface_downward_northward_stress	.	.	.	.	.	.	.	.	.	.
northward_wind	.	.	.	.	.	.	.	.	.	.
sss	.	.	.	.	.	.	.	.	.	.

Beta coefficients

	pro1-diam	pro1-chl	pro1-pe	pico1_-diam	pico1_-chl	pico1_-pe	pico2_1-diam	pico2_1-chl	pico2_1-pe	pico2_2-diam	pico2_2-chl	pico2_2-pe	bead-diam	bead-chl	bead-pe	rest1_1-diam	rest1_1-chl	rest1_1-pe	rest1_2-diam	rest1_2-chl	rest1_2-pe	rest2_-diam	rest2_-chl	rest2_-pe	bg1-diam	bg1-chl	bg1-pe	bg2-diam	bg2-chl	bg2-pe
intp	1.018	1.532	0.358	5.665	6.343	0.557	6.922	7.177	1.072	7.24	6.856	1.467	7.341	4.461	5.871	6.912	4.299	3.124	7.203	2.105	1.46	4.106	1.167	0.439	5.688	4.145	1.001	3.236	2.421	2.622
AOU_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
density_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sss_cruise	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst_cruise	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par	.	-0.034	.	.	-0.014	0.047	.	.	0.087	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par_3	0.153	.	0.01	0.346	.	0.006	.	-0.103	.	-0.008	-0.005	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par_6	0.167	0.062	.	0.179	0.036	.	-0.026	.	-0.049	-0.008	-0.02	-0.024	.	.	0.015	.	.	.	0.007	.	.	.	.	.	.	.	.	.	0.013	.
par_9	0.048	.	.	0.147	0.057	.	.	-0.012	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par_12	.	.	.	.	.	.	0.028	-0.031	-0.003	.	.	.	.	.	.	.	.	.	.	0.019	.	.	.	.	.	.	.	.	.	.
Si	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PO4	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
O2	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
Fe	-0.058	.	0.006	-0.116	.	.	.	0.057	-0.03	0.006	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PP	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
vgosa	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
vgos	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sla	.	.	.	.	.	.	.	0.182	.	.	.	.	.	.	.	.	.	.	-0.004	.	.	.	.	.	.	.	.	.	.	.
ugosa	.	-0.019	.	.	-0.052	.	0.008	-0.033	.	.	-0.032	.	.	-0.072	.	.	.	.	.	-0.025	.	.	.	.	.	.	.	.	.	.
ugos	0.038	.	0.009	0.114	.	0.002	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	0.008	.	.	.	.	-0.025	.
wind_stress	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
eastward_wind	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
surface_downward_eastward_stress	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
wind_speed	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
surface_downward_northward_stress	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
northward_wind	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sss	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.

Tables KM1802

Alpha coefficients

	pro1	small	syn	pico1_	pico2_1	bead	rest1_1	rest2_	bg1	bg2
AOU_WOA_clim	.	.	.	.	.	.	-0.037	.	.	.
density_WOA_clim	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	.	-0.115	-0.035	.	.	.	0.106	.	.	.
oxygen_WOA_clim	.	.	.	.	0.596	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	9.623	.	.	.	.	.
phosphate_WOA_clim	0.469	2.783	1.757	.	-1.985	.	.	.	.	.
silicate_WOA_clim	.	-0.998	-7.874	.	.	.	4.041	.	.	.
sss_cruise	0.216	.	.	.	.	-2.654	.	0.122	.	-0.021
sst_cruise	.	5.868	-1.439	-0.362	-0.47	.	0.161	.	.	1.687
par	0.025	-0.052	0.01	-0.028	.	0.03	-0.161	.	-0.307	.
par_3	0.098	.	.	-0.184	0.318	-0.105	.	.	-0.051	.
par_6	-0.013	0.009	.	.	0.002	-0.413	.	.	.	.
par_9	0.061	.	.	-0.077	0.162	-0.064	.	.	.	.
par_12	.	0.381	.	-0.087	0.124	-0.272	-0.023	-0.038	0.117	0.11
Si	.	31.616	.	-3.073	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.
CHL	-3.813	.	.	4.049	.	.	.	4.936	-6.605	.
PHYC	2.723	.	.	.	-0.081	.	.	.	.	.
PO4	.	1.048	.	.	-14.093	.	.	.	.	.
O2	.	.	-4.655	.	-0.786	.	1.009	.	.	.
sst	0.627	.	.	.	.	.	.	0.21	.	.
Fe	.	.	.	.	.	.	-0.066	.	.	-0.055
PP	6.969	.	.	.	-0.557	.	.	.	.	.
vgosa	.	.	.	.	.	.	.	.	.	.
vgos	.	.	.	.	.	.	.	.	.	.
sla	.	-1.065	.	0.001	.	.	-0.24	.	.	.
ugosa	0.226	.	.	-0.141	.	0.105	.	.	.	.
ugos	.	.	0.233	.	-0.122	.	.	.	-0.146	.
wind_stress	.	.	0.061	.	.	.	.	.	.	.
eastward_wind	-0.03	.	.	.	.	-0.398	.	.	0.237	.
surface_downward_eastward_stress	.	.	-0.085	.	0.128	.	.	.	.	.
wind_speed	.	.	.	.	.	.	.	.	.	-0.034
surface_downward_northward_stress	.	.	.	-0.188	0.047	.	.	.	0.033	0.032
northward_wind	0.332	-0.087	.	.	.	0.307	-0.028	.	.	.
sss	0.329	1.484	-0.427	-1.566	.	-2.714	.	-1.161	.	0.717

Beta coefficients

	pro1-diam	pro1-chl	pro1-pe	small-diam	small-chl	small-pe	syn-diam	syn-chl	syn-pe	pico1_-diam	pico1_-chl	pico1_-pe	pico2_1-diam	pico2_1-chl	pico2_1-pe	bead-diam	bead-chl	bead-pe	rest1_1-diam	rest1_1-chl	rest1_1-pe	rest2_-diam	rest2_-chl	rest2_-pe	bg1-diam	bg1-chl	bg1-pe	bg2-diam	bg2-chl	bg2-pe
intp	0.917	1.838	0.414	1.451	1.564	0.632	2.994	3.491	3.366	5.517	6.416	0.652	6.534	7.383	1.407	7.541	5.214	6.501	7.177	2.781	2.252	3.793	1.117	0.481	5.788	4.218	1.516	4.576	2.541	3.155
AOU_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
density_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sss_cruise	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst_cruise	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par	0.06	-0.062	-0.009	.	.	.	.	.	.	.	.	.	.	.	0.082	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par_3	0.112	.	0.03	.	.	.	.	.	.	.	.	.	0.04	-0.021	0.06	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par_6	0.127	.	0.011	.	.	.	.	.	.	.	.	.	0.102	-0.054	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par_9	0.09	0.01	0.006	.	.	.	.	.	.	.	.	.	0.036	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par_12	0.043	.	0.027	.	.	.	.	.	.	.	.	.	.	-0.057	0.037	.	.	.	.	.	.	.	.	0.006	.	.	.	.	.	.
Si	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PO4	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
O2	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
Fe	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PP	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
vgosa	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
vgos	0.035	-0.028	-0.007	.	.	0.015	0.071	.	.	.	-0.094	0	.	-0.046	.	.	.	.	-0.007	.	.	.	.	.	.	.	.	.	.	.
sla	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
ugosa	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
ugos	.	.	-0.005	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
wind_stress	.	0.029	.	.	.	-0.017	.	.	.	.	.	-0.009	-0.001	0.026	-0.052	.	.	-0.004	0.007	.	.	.	.	-0.008	.	.	.	.	.	.
eastward_wind	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
surface_downward_eastward_stress	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
wind_speed	.	.	-0.029	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
surface_downward_northward_stress	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
northward_wind	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sss	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.

Tables KOK1803

Alpha coefficients

	pro1	pro2	small	syn	pico1_	pico2_1	bead	rest1_1	rest2_	bg1
AOU_WOA_clim	.	.	.	.	.	.	.	.	.	.
density_WOA_clim	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	.	.	.	.	.	.	.	.	.	.
oxygen_WOA_clim	.	.	.	.	.	-3.46	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.
sss_cruise	.	.	.	.	.	.	.	.	.	.
sst_cruise	.	.	.	.	.	.	.	.	.	.
par	.	.	.	.	.	.	.	.	.	.
par_3	.	.	.	.	.	0.147	.	.	.	.
par_6	.	.	.	.	.	.	.	.	.	.
par_9	.	.	.	.	.	.	.	.	.	.
par_12	.	.	.	.	.	.	.	.	.	.
Si	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.
PO4	.	.	.	.	.	.	.	.	.	.
O2	.	.	.	.	.	-1.872	.	.	.	.
sst	.	.	.	.	.	.	.	.	.	.
Fe	.	.	.	.	.	.	.	.	.	.
PP	.	.	.	.	.	.	.	.	.	.
vgosa	.	.	.	.	.	.	.	.	.	.
vgos	.	.	.	.	.	.	.	.	.	.
sla	.	.	.	.	.	.	.	.	.	.
ugosa	.	.	.	.	.	-0.047	.	.	.	.
ugos	.	.	.	.	.	.	.	.	.	.
wind_stress	.	.	.	.	.	.	.	.	.	.
eastward_wind	.	.	.	.	.	.	.	.	.	.
surface_downward_eastward_stress	.	.	.	.	.	.	.	.	.	.
wind_speed	.	.	.	.	.	.	.	.	.	.
surface_downward_northward_stress	.	.	.	.	.	.	.	.	.	.
northward_wind	.	.	.	.	.	.	.	.	.	.
sss	.	.	.	.	.	.	.	.	.	.

Beta coefficients

	pro1-diam	pro1-chl	pro1-pe	pro2-diam	pro2-chl	pro2-pe	small-diam	small-chl	small-pe	syn-diam	syn-chl	syn-pe	pico1_-diam	pico1_-chl	pico1_-pe	pico2_1-diam	pico2_1-chl	pico2_1-pe	bead-diam	bead-chl	bead-pe	rest1_1-diam	rest1_1-chl	rest1_1-pe	rest2_-diam	rest2_-chl	rest2_-pe	bg1-diam	bg1-chl	bg1-pe
intp	1.562	2.062	0.495	1.442	1.824	0.359	1.21	1.039	0.384	3.211	2.713	2.614	5.645	5.888	0.68	7.035	7.161	1.386	7.373	4.444	5.943	7.236	2.562	1.857	3.579	1.075	0.482	4.516	2.289	2.45
AOU_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
density_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sss_cruise	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst_cruise	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par	0.111	-0.126	.	0.08	-0.131	.	.	.	.	.	-0.086	.	.	-0.071	0.006	.	-0.137	0.082	.	.	.	.	-0.015	.	.	.	0.004	.	.	.
par_3	0.018	-0.108	.	0.097	-0.064	.	0.032	.	.	0.085	-0.002	.	0.008	-0.095	.	.	-0.127	.	.	.	.	.	.	.	.	.	0.001	.	.	.
par_6	0.177	.	.	0.115	.	.	0.1	.	.	0.08	.	.	.	.	.	.	.	-0.05	.	.	.	.	.	.	.	.	.	.	.	.
par_9	0.052	.	.	0.115	.	.	.	.	.	0.007	.	.	.	.	.	0.022	-0.059	-0.044	.	.	.	-0.012	.	.	.	.	.	.	.	.
par_12	-0.004	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	-0.04	-0.003	.	.	.	-0.053	.	.	.	.	.	.	.	.
Si	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PO4	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
O2	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
Fe	.	.	.	-0.034	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PP	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
vgosa	-0.152	-0.146	.	-0.074	-0.059	.	.	.	.	.	.	.	.	.	.	.	-0.07	0.049	.	.	.	.	.	.	.	.	.	.	.	.
vgos	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sla	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
ugosa	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	0.057	.	.	.	.	.	.	.	.	.	.	.	.	.	.
ugos	.	.	.	0.015	.	.	.	.	.	.	.	.	.	.	.	0.04	.	.	.	.	.	.	.	.	.	.	.	.	.	.
wind_stress	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
eastward_wind	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
surface_downward_eastward_stress	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
wind_speed	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
surface_downward_northward_stress	.	.	-0.018	-0.005	.	-0.013	.	.	-0.012	.	.	.	.	.	.	0.003	-0.018	0.018	.	.	.	.	.	.	.	.	.	.	.	.
northward_wind	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sss	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.

Tables FK180310-1

Alpha coefficients

	pro1	syn	pico1_	pico2_1	pico2_2	bead	rest1_1	rest1_2	rest2_	bg1
AOU_WOA_clim	0.208	.	.	0.002	0.296	.	.	-0.401	-0.064	.
density_WOA_clim	-1.223	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	-0.003	.	.	0	0	.	.	0.002	0.001	.
oxygen_WOA_clim	-0.032	.	.	.	-0.079	.	.	0.237	0.234	.
salinity_WOA_clim	-0.255	.	5.309	0.395	.	.	-1.31	.	.	.
conductivity_WOA_clim	.	5.196	.	.	3.578	.	-2.083	-6.787	-1.746	-0.522
nitrate_WOA_clim	-40.646	.	82.286	-21.145	-11.057	3.189	.	.	13.229	14.432
phosphate_WOA_clim	.	-0.977	.	.	.	-3.324	.	0.126	.	0.241
silicate_WOA_clim	0.124	.	.	.	.	.	.	-3.112	.	.
sss_cruise	1.611	-0.694	-0.375	-0.472	1.871	.	.	0.302	0.863	-0.463
sst_cruise	0.594	.	-0.256	-0.54	-0.406	0.507	.	-1.235	0.211	0.311
par	0.067	.	-0.273	0.139	0.102	-0.005	-0.055	0.046	.	-0.051
par_3	0.035	0.11	-0.112	0.268	0.136	-0.114	.	.	-0.014	-0.041
par_6	0.061	0.001	-0.167	0.289	.	-0.143	.	0.011	.	-0.065
par_9	0.041	.	-0.106	0.158	0.064	-0.15	0.043	.	-0.012	-0.004
par_12	0.056	0.06	.	0.023	0.223	-0.082	-0.007	-0.04	-0.019	.
Si	-12.531	.	19.288	-9.29	-15.906	-7.792	.	13.836	3.291	5.602
NO3	.	.	22.648	.	.	.	.	-136.524	.	.
CHL	-0.401	-4.804	-0.009	9.915	-6.05	-2.943	2.009	23.723	0.009	0.889
PHYC	0.413	.	.	-3.961	.	-2.225	.	.	2.715	.
PO4	16.588	18.972	-1.773	-0.365	24.712	9.083	0.365	-34.455	-2.673	-2.252
O2	4.463	7.138	2.146	-2.578	8.032	0.004	-0.004	-16.107	-2.552	-1.291
sst	.	0.083	-0.449	.	0.781	-0.528	0.597	.	.	-0.78
Fe	-0.057	0.159	0.172	-0.028	.	-0.138	.	-0.04	0.034	0.013
PP	.	.	.	.	.	.	.	.	.	.
vgosa	0.018	0.043	0.029	-0.038	-0.005	.	.	.	-0.022	.
vgos	.	.	.	.	.	0.083	.	.	.	-0.043
sla	-0.232	.	0.501	-0.188	-0.122	-0.827	.	0.634	0.138	0.08
ugosa	.	.	-0.07	0.057	.	.	.	0.038	0.018	.
ugos	0.066	.	.	.	0.016	.	-0.042	.	.	.
wind_stress	-0.086	.	.	-0.013	-0.087	.	0	.	.	0.064
eastward_wind	-0.217	.	0.119	-0.247	.	-0.003	0.064	0.701	.	.
surface_downward_eastward_stress	.	.	.	.	0.066	.	.	.	.	.
wind_speed	-0.004	0.01	.	-0.009	.	.	.	0.344	-0.008	.
surface_downward_northward_stress	-0.001	.	.	-0.088	-0.056	.	0.066	.	0.027	0.009
northward_wind	.	.	-0.015	0	.	-0.002	0.013	0.175	.	.
sss	.	.	-0.834	-0.26	0.025	0.327	.	.	.	.

Beta coefficients

	pro1-diam	pro1-chl	pro1-pe	syn-diam	syn-chl	syn-pe	pico1_-diam	pico1_-chl	pico1_-pe	pico2_1-diam	pico2_1-chl	pico2_1-pe	pico2_2-diam	pico2_2-chl	pico2_2-pe	bead-diam	bead-chl	bead-pe	rest1_1-diam	rest1_1-chl	rest1_1-pe	rest1_2-diam	rest1_2-chl	rest1_2-pe	rest2_-diam	rest2_-chl	rest2_-pe	bg1-diam	bg1-chl	bg1-pe
intp	1.308	1.637	0.421	2.991	3.164	3.488	5.44	5.958	0.539	6.331	6.817	1.277	7.296	7.322	1.752	7.299	4.563	6.235	7.155	3.216	2.255	6.925	1.282	0.9	3.541	1.073	0.487	4.942	2.948	2.478
AOU_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	0.005	.	.	0.01	.	.	.	.	0.002	.	.	.	.	.	.	.	.
density_WOA_clim	-0.27	.	.	-0.024	.	.	.	0.104	.	-0.571	0.136	-0.036	0.027	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	0.136	0.206	.	-0.092	.	.	-0.111	-0.019	-0.019	-0.071	0.074	-0.155	-0.002	.	-0.082	.	.	.	0.015	0.025	-0.092	-0.001	0.009	-0.042	.	0.024	.	.	-0.044	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	-0.241	-0.387	.	.	.	-0.002	.	.	0.006	.	.	0.232	.	-0.077	0.441	.	-0.003	.	-0.204	.	.	.	-0.172	0.12	-2.43	.	.	.	.	.
sss_cruise	0.001	0.551	.	.	.	.	.	.	.	.	.	0.128	.	.	.	.	.	.	0.016	.	.	.	.	.	.	.	.	.	.	.
sst_cruise	-0.618	-0.216	0.02	.	.	.	-0.26	.	.	-0.085	0.001	0.683	0.127	.	0.122	.	.	.	.	.	.	.	.	0.012	.	.	.	.	.	.
par	0.086	-0.082	0	0.022	-0.011	0.038	0.067	-0.097	0.013	-0.021	-0.1	0.06	0.003	0.016	0.096	0.001	-0.01	0.015	0.009	-0.102	0	0.001	.	0.018	-0.015	-0.006	0.001	-0.004	0	0.066
par_3	0.106	-0.01	0	0.09	-0.05	.	0.071	-0.096	-0.011	0.056	-0.101	-0.034	0.001	-0.067	-0.013	-0.022	-0.004	-0.012	-0.007	-0.047	-0.012	-0.014	0.008	-0.001	-0.036	0.001	0.002	-0.035	-0.013	0.005
par_6	0.136	-0.01	-0.002	0.07	-0.048	-0.065	0.182	-0.091	-0.002	0.108	-0.004	-0.036	0.02	-0.036	-0.018	0	-0.003	.	-0.032	0.029	-0.048	0.001	-0.013	-0.029	.	0.001	-0.002	-0.028	.	.
par_9	0.096	0.036	0	0.048	.	.	0.09	-0.003	-0.002	0.004	-0.015	-0.052	0.007	-0.044	-0.001	0.002	-0.005	0.007	-0.003	0.022	0.004	.	-0.005	0.012	-0.007	0.001	.	.	.	0
par_12	0.052	-0.009	-0.001	0.02	-0.098	-0.093	0.11	-0.004	-0.001	0.019	-0.105	-0.039	-0.001	-0.041	0.004	-0.008	.	.	-0.021	-0.005	.	-0.007	-0.003	-0.011	-0.009	-0.004	-0.001	.	0.016	-0.053
Si	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	-0.056	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PO4	.	.	.	.	.	.	.	.	.	.	-0.547	0.4	.	-0.155	0.001	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
O2	0.276	.	.	.	.	.	.	.	.	0.521	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst	0.056	.	.	.	.	.	.	.	.	.	.	0.269	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
Fe	-0.037	0.092	-0.002	.	0.154	0.176	-0.072	0.029	-0.005	-0.106	0.037	-0.037	-0.025	0.016	-0.049	-0.013	0.003	.	-0.012	-0.009	-0.025	-0.006	0.001	.	0.042	0.002	0.001	0.016	0.044	-0.04
PP	0.292	0.067	.	0.019	.	.	.	-0.108	.	0.202	0.005	0.122	0.005	-0.036	0.006	.	.	-0.008	.	.	.	.	-0.084	-0.037	.	.	-0.016	.	.	.
vgosa	0.348	0.241	-0.03	0.008	.	-0.051	0.011	-0.163	-0.038	0.097	0.015	-0.277	.	0	.	.	.	-0.01	.	.	.	.	.	.	0.078	.	.	.	.	-0.005
vgos	-0.361	-0.292	0.032	.	-0.047	.	.	0.117	0.05	.	-0.021	0.33	0	.	0.042	0.003	-0.013	.	-0.006	.	0.024	0.007	-0.024	0.014	-0.287	-0.015	0	-0.016	.	.
sla	0.097	0.069	0.005	0.055	0.044	0.023	0.169	-0.008	-0.038	-0.035	-0.125	-0.093	.	0.047	-0.172	-0.016	0.009	-0.004	0.022	-0.034	-0.083	-0.024	0.103	-0.016	0.828	0.064	0.008	0.042	0.015	-0.017
ugosa	.	0.497	-0.031	.	0.045	0.05	0.01	.	.	-0.493	0.588	-0.215	.	0.008	0	0	0.01	.	.	-0.015	.	.	0.001	-0.01	0.074	.	0	0.001	.	.
ugos	0.041	-0.548	0.037	0.041	.	.	0.02	-0.029	0.001	0.593	-0.678	0.255	0.007	.	0.014	.	.	0.008	-0.007	.	0.03	0.004	.	.	.	-0.004	.	.	.	0.001
wind_stress	-0.047	0.04	-0.022	-0.074	0.146	0.156	-0.063	0.081	.	-0.521	0.034	.	-0.052	0.083	-0.039	-0.022	0.03	.	-0.005	0.052	.	.	0.025	0	0.123	0.001	.	0.117	-0.011	.
eastward_wind	-0.172	0.084	-0.011	.	.	.	.	.	.	-0.079	0.181	.	-0.052	0.08	.	-0.039	.	-0.004	.	.	-0.004	-0.004	.	.	.	0.005	.	.	.	.
surface_downward_eastward_stress	.	.	.	.	.	.	0.003	-0.073	.	.	.	-0.03	.	.	.	.	.	.	.	.	.	.	.	-0.012	.	.	0.008	.	.	.
wind_speed	-0.012	.	0.014	0.111	.	.	0.107	-0.022	-0.006	0.556	0.135	-0.064	0.028	-0.002	-0.027	.	.	0.02	-0.002	.	.	.	0.013	.	.	.	.	.	.	.
surface_downward_northward_stress	-0.068	0.006	-0.007	.	.	-0.049	.	-0.191	-0.016	-0.094	0.106	-0.043	-0.008	0.012	.	-0.004	0.03	0.017	.	.	-0.014	-0.005	.	.	0.048	0.005	.	.	0.014	-0.056
northward_wind	0.007	-0.029	0.008	-0.016	0.012	0.114	-0.06	0.237	0.018	0.108	-0.086	0.082	.	0.014	0.01	.	.	0.019	0.006	-0.031	.	.	0.038	-0.017	.	.	0.002	-0.073	.	.
sss	-0.132	-0.79	0.014	.	-0.441	-0.554	.	-0.223	.	0.324	-0.664	0.429	.	-0.03	0.117	.	.	.	-0.044	.	.	.	.	0.095	-0.626	.	.	.	.	.

Tables FK180310-2

Alpha coefficients

	pro1	syn	pico1_	pico2_1	bead	rest1_1	rest1_2	rest2_	bg1	bg2
AOU_WOA_clim	.	.	.	.	.	.	.	.	.	.
density_WOA_clim	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	.	.	.	.	.	.	.	.	.	.
oxygen_WOA_clim	0.005	.	-0.31	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	9.552	.	.	.	.	3.204	.
phosphate_WOA_clim	.	-1.029	-0.074	.	.	.	.	-0.242	.	0.239
silicate_WOA_clim	.	.	.	0.261	.	.	.	.	.	.
sss_cruise	-0.542	0.221	1.242	-0.418	.	-0.022	.	.	.	.
sst_cruise	-0.056	.	.	.	.	.	.	.	.	.
par	0.002	.	.	0.027	.	-0.102	0.021	-0.091	-0.121	.
par_3	0.081	.	.	0.194	-0.044	.	0.012	.	-0.007	.
par_6	0.022	.	-0.038	0.162	-0.086	.	0.041	-0.026	-0.062	.
par_9	0.114	.	-0.045	0.08	-0.175	0.042	.	-0.027	.	.
par_12	.	.	-0.001	0.08	.	0.026	-0.011	-0.001	0.008	.
Si	.	-0.796	.	-0.548	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	0.207	.
PHYC	.	.	.	.	.	-3.048	.	.	.	.
PO4	.	.	.	.	.	.	.	.	.	.
O2	0.036	.	.	-1.03	1.096	.	.	-0.459	.	.
sst	-0.665	.	.	.	.	.	.	.	.	.
Fe	0.034	.	.	.	.	-0.034	.	.	.	.
PP	-0.407	.	.	.	.	-0.078	.	.	.	.
vgosa	.	.	.	.	.	.	.	.	.	.
vgos	.	.	-0.027	-0.027	0.104	.	0.005	-0.083	.	.
sla	.	0.091	.	.	.	.	.	.	.	.
ugosa	-0.049	.	.	.	-0.012	.	0.014	.	.	.
ugos	-0.013	0.018	.	.	.	0.021	.	.	.	-0.036
wind_stress	.	.	.	.	.	.	.	.	.	.
eastward_wind	0.086	.	-0.024	.	.	0.047	0.089	0.158	-0.021	.
surface_downward_eastward_stress	-0.042	.	.	0.008	.	.	.	.	.	.
wind_speed	.	.	.	0.082	-0.23	.	.	0.159	.	-0.056
surface_downward_northward_stress	.	.	.	0.064	-0.053	.	.	.	.	.
northward_wind	0.104	.	0.035	.	.	-0.073	-0.077	0.055	.	.
sss	.	.	0.497	.	0.022	.	.	-0.062	.	.

Beta coefficients

	pro1-diam	pro1-chl	pro1-pe	syn-diam	syn-chl	syn-pe	pico1_-diam	pico1_-chl	pico1_-pe	pico2_1-diam	pico2_1-chl	pico2_1-pe	bead-diam	bead-chl	bead-pe	rest1_1-diam	rest1_1-chl	rest1_1-pe	rest1_2-diam	rest1_2-chl	rest1_2-pe	rest2_-diam	rest2_-chl	rest2_-pe	bg1-diam	bg1-chl	bg1-pe	bg2-diam	bg2-chl	bg2-pe
intp	1.338	1.612	0.449	2.957	3.073	3.289	5.31	6.441	0.791	7.112	7.276	1.57	7.404	4.497	6.203	7.219	3.888	2.634	7.081	1.246	1.176	2.699	0.896	0.454	4.618	3.766	1.001	4.947	2.365	3.962
AOU_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	-0.037	.	.	.	.	.	.	.	.	.	-0.011	.	.	.	.	.	.	.	.
density_WOA_clim	0.072	.	.	.	.	.	.	0.095	.	-0.017	0.021	-0.282	.	.	.	-0.046	.	.	.	.	.	.	.	.	.	.	.	.	.	.
o2sat_WOA_clim	0.045	-0.017	.	.	.	.	0.072	.	0.061	.	.	0.023	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
oxygen_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
salinity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
conductivity_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
nitrate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
phosphate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
silicate_WOA_clim	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sss_cruise	-0.281	.	.	.	.	.	-0.165	.	.	.	.	0.112	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst_cruise	-0.613	.	.	.	.	.	.	-0.391	.	.	-0.256	0.396	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
par	0.045	-0.111	-0.001	0.029	-0.029	.	0.095	-0.087	0.103	-0.006	-0.067	0.11	-0.001	-0.018	.	-0.002	-0.003	.	-0.004	0.011	0.011	.	-0.006	.	-0.004	-0.014	.	0.002	.	-0.01
par_3	0.069	-0.04	0.001	0.032	-0.183	-0.116	0.167	.	0.068	-0.01	-0.114	-0.026	-0.022	.	-0.011	.	.	.	-0.007	.	.	.	.	0.002	-0.02	.	.	.	-0.002	.
par_6	0.063	-0.041	-0.002	0.053	-0.08	-0.108	0.163	0.01	.	-0.043	-0.079	-0.078	.	.	-0.002	-0.056	0.002	-0.075	-0.008	-0.016	-0.007	.	-0.001	.	.	.	-0.002	.	.	.
par_9	0.13	0.036	0.004	0.052	.	.	0.226	0.146	0.049	-0.016	-0.048	-0.033	-0.029	-0.003	0.01	-0.005	.	-0.054	-0.022	-0.002	-0.041	0.008	-0.001	0	.	0.01	.	.	.	.
par_12	-0.039	-0.053	-0.002	.	-0.188	-0.225	-0.086	-0.14	-0.005	0.03	-0.101	.	-0.003	0.001	-0.013	-0.018	-0.021	.	-0.008	-0.014	0	.	-0.001	0.001	0.005	.	0.004	.	.	.
Si	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
NO3	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
CHL	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PHYC	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
PO4	-0.44	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
O2	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
sst	-0.469	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
Fe	0.073	0.011	0.005	-0.011	.	.	-0.002	-0.045	0.007	-0.008	-0.009	-0.021	.	-0.006	-0.005	.	.	0.086	.	.	.	.	0	0.003	.	.	0.023	.	.	.
PP	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
vgosa	-0.004	.	.	-0.01	-0.027	.	-0.042	.	.	.	0.144	.	.	.	0.005	.	.	.	0.005	.	0.004	0.024	.	.	.	0	.	.	.	.
vgos	.	-0.015	-0.002	.	-0.008	-0.028	.	.	.	0.01	-0.124	0.003	0.005	.	.	.	-0.029	0.018	.	0.003	0.013	.	0	.	-0.012	0.001	.	-0.012	.	.
sla	0.068	0.048	-0.003	.	.	0.087	.	0.089	.	-0.044	0.037	-0.055	-0.013	0.012	.	-0.012	0.028	-0.087	0	-0.008	.	-0.081	-0.006	-0.005	0.012	0.027	-0.066	0.003	.	-0.01
ugosa	0.263	0.056	.	0.005	-0.002	.	0.014	0.016	.	.	0.002	-0.27	.	.	0.003	.	.	.	.	0.004	.	-0.005	.	.	.	.	.	.	.	.
ugos	-0.283	-0.064	-0.003	.	.	.	0.012	.	0.004	0.01	.	0.268	0.004	.	.	0.012	0.004	-0.007	0.004	.	.	-0.006	-0.001	-0.003	.	.	-0.019	.	.	.
wind_stress	-0.05	.	.	.	.	.	.	.	.	.	-0.052	.	-0.013	.	0.001	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.
eastward_wind	.	0.137	0	-0.035	.	0.016	-0.039	0.233	-0.034	0	0.346	-0.008	.	0.003	0.013	0.02	.	.	0.02	.	.	-0.018	.	-0.001	.	.	.	.	.	.
surface_downward_eastward_stress	-0.115	-0.188	.	.	-0.102	.	.	-0.305	.	.	-0.478	.	.	.	.	.	.	.	.	.	.	.	-0.002	.	.	.	.	.	.	.
wind_speed	.	-0.046	0.004	0.021	.	0.005	.	.	-0.003	0.021	.	0.02	.	.	0.011	-0.007	0.007	-0.023	.	.	-0.001	.	.	-0.003	0.019	-0.04	.	0.016	-0.004	.
surface_downward_northward_stress	0.092	-0.281	-0.001	0.125	-0.158	-0.842	0.243	-0.206	0.006	-0.002	-0.271	-0.061	.	-0.002	-0.014	-0.001	.	-0.019	.	-0.023	.	.	.	-0.003	.	.	0	.	.	.
northward_wind	0.065	0.309	0.002	-0.103	0.19	0.812	-0.202	0.274	.	.	0.301	.	0.013	.	.	.	.	.	0.008	.	-0.018	.	.	.	.	-0.016	.	.	.	.
sss	.	.	-0.005	.	.	.	.	.	.	-0.122	-0.015	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.	.

Some diagnostics

You can never be too careful! Two things are shown, for each cruise:

• The matrix of CV scores (shown as a heatmap).

• Sparsity of all models (shown as tables).

  • The row names show the values of \(\lambda_\alpha\).
  • The column names show the values of \(\lambda_\alpha\).

for(cruise_id in all_cruise_id){
  cat('##', cruise_id,' \n')

  ## Show the CV
  summarydir = file.path(outputdir, cruise_id, "summaries")
  cvres = readRDS(file.path(summarydir, "summary-orig.RDS"))
  mat = cvres$cvscore.mat
  mat %>% drawmat_precise() %>% plot() ##col = c("blue", "blue", "red"))

  ## Print the sparsity of the model coefficients.
  alphadf = betadf = cvres$cvscore.mat
  for(ii in 1:10){
    for(jj in 1:10){
      obj = cvres$bestreslist[[paste0(ii, "-", jj)]]
      betas = do.call(cbind, lapply(obj$beta, function(beta)beta[-1,]))
      alpha =obj$alpha[ ,-1]
      betadf[ii,jj] = length(betas) - sum(betas==0)
      alphadf[ii,jj] = length(alpha) - sum(alpha==0)
    }
  }
  knitr::kable(alphadf, caption = "Number of nonzero alpha coeffs") %>% print() ## title "alpha"
  knitr::kable(betadf, caption = "Number of nonzero beta coeffs")  %>% print()## title "beta"
  cat('\n\n')
}

KM1508

Number of nonzero alpha coeffs

	1e-04	0.00025	0.000623	0.00155	0.00388	0.00967	0.0241	0.0602	0.15	0.375
1e-04	147	128	150	139	137	136	145	145	168	165
0.000221	115	108	108	105	105	101	115	112	117	128
0.000488	75	83	85	65	83	74	75	76	105	90
0.00108	46	47	57	50	57	54	58	57	59	63
0.00238	28	33	28	32	41	28	40	38	38	35
0.00525	16	18	14	22	19	20	23	29	29	30
0.0116	6	6	6	7	8	7	6	7	8	17
0.0256	0	0	0	0	0	0	0	0	0	0
0.0566	0	0	0	0	0	0	0	0	0	0
0.125	0	0	0	0	0	0	0	0	0	0

Number of nonzero beta coeffs

	1e-04	0.00025	0.000623	0.00155	0.00388	0.00967	0.0241	0.0602	0.15	0.375
1e-04	323	238	145	96	51	26	10	6	0	0
0.000221	316	221	159	90	58	26	10	5	0	0
0.000488	331	237	168	88	55	26	13	7	0	0
0.00108	327	220	159	87	51	26	14	6	0	0
0.00238	320	226	160	90	56	26	14	7	1	0
0.00525	327	216	173	97	50	23	14	5	2	0
0.0116	347	245	153	110	52	29	13	7	2	0
0.0256	334	241	167	101	57	23	12	7	2	0
0.0566	342	245	175	93	48	25	12	8	2	0
0.125	349	258	183	102	51	26	13	8	2	0

KM1512

Number of nonzero alpha coeffs

	1e-04	0.00025	0.000623	0.00155	0.00388	0.00967	0.0241	0.0602	0.15	0.375
1e-04	164	172	144	165	170	143	170	170	165	198
0.000221	121	116	133	131	130	122	114	113	164	139
0.000488	93	96	102	101	83	71	83	103	102	99
0.00108	55	65	64	66	64	56	62	65	67	69
0.00238	31	32	36	37	36	31	41	37	35	42
0.00525	9	5	11	13	9	10	10	18	13	14
0.0116	3	4	4	4	4	6	3	5	7	5
0.0256	0	0	0	0	0	0	2	0	0	0
0.0566	0	0	0	0	0	0	0	0	0	0
0.125	0	0	0	0	0	0	0	0	0	0

Number of nonzero beta coeffs

	1e-04	0.00025	0.000623	0.00155	0.00388	0.00967	0.0241	0.0602	0.15	0.375
1e-04	362	238	152	104	59	22	10	2	2	0
0.000221	331	229	165	97	53	27	10	3	0	0
0.000488	335	228	160	97	52	25	10	2	2	0
0.00108	357	225	160	91	49	24	11	2	2	0
0.00238	367	247	157	100	50	23	11	5	2	0
0.00525	354	246	155	104	53	24	13	4	2	0
0.0116	356	235	163	92	52	25	13	3	2	1
0.0256	344	253	176	87	53	24	13	2	2	0
0.0566	366	237	162	104	56	27	13	3	2	0
0.125	344	244	163	97	57	31	13	2	2	0

KM1513

Number of nonzero alpha coeffs

	1e-04	0.00025	0.000623	0.00155	0.00388	0.00967	0.0241	0.0602	0.15	0.375
1e-04	133	145	136	136	139	147	141	143	160	155
0.000221	98	97	93	106	103	102	109	105	98	112
0.000488	81	90	90	75	82	74	80	78	94	94
0.00108	50	58	49	50	44	53	52	56	54	57
0.00238	34	30	29	22	26	26	34	30	36	41
0.00525	20	17	20	20	20	19	21	24	27	23
0.0116	10	8	7	10	10	11	9	11	11	7
0.0256	2	1	1	1	1	1	1	4	1	3
0.0566	0	0	0	0	0	0	0	0	0	0
0.125	0	0	0	0	0	0	0	0	0	0

Number of nonzero beta coeffs

	1e-04	0.00025	0.000623	0.00155	0.00388	0.00967	0.0241	0.0602	0.15	0.375
1e-04	333	250	158	107	70	41	32	12	2	0
0.000221	347	246	147	113	70	44	30	12	3	0
0.000488	330	245	168	105	67	43	30	16	1	0
0.00108	339	238	145	98	64	38	31	12	3	0
0.00238	360	246	157	90	64	42	31	18	2	0
0.00525	340	219	151	110	70	45	30	17	2	0
0.0116	337	253	192	105	74	43	33	15	2	0
0.0256	337	242	174	107	67	50	31	13	3	0
0.0566	363	239	160	99	66	46	31	14	3	0
0.125	338	239	166	109	64	43	31	15	2	0

KOK1515

Number of nonzero alpha coeffs

	1e-04	0.00025	0.000623	0.00155	0.00388	0.00967	0.0241	0.0602	0.15	0.375
1e-04	125	132	134	136	135	131	138	145	143	158
0.000221	103	100	104	101	102	93	98	91	92	111
0.000488	69	81	70	74	75	76	75	85	76	86
0.00108	55	61	64	57	57	63	48	48	54	58
0.00238	33	36	39	38	41	36	36	40	45	38
0.00525	23	18	19	22	25	21	16	23	21	23
0.0116	5	4	3	7	9	9	9	9	8	15
0.0256	0	0	0	0	0	0	0	0	0	0
0.0566	0	0	0	0	0	0	0	0	0	0
0.125	0	0	0	0	0	0	0	0	0	0

Number of nonzero beta coeffs

	1e-04	0.00025	0.000623	0.00155	0.00388	0.00967	0.0241	0.0602	0.15	0.375
1e-04	271	201	137	84	59	33	15	4	2	0
0.000221	263	200	133	95	50	32	14	4	3	0
0.000488	284	202	138	99	49	31	13	5	3	0
0.00108	272	196	128	90	52	27	15	6	0	0
0.00238	279	191	136	95	62	24	15	4	0	0
0.00525	287	196	135	80	51	33	17	5	3	0
0.0116	291	206	137	93	61	34	15	5	3	0
0.0256	289	209	143	98	54	34	18	5	3	1
0.0566	290	218	136	109	60	38	16	5	3	1
0.125	283	209	150	96	62	34	15	5	3	1

KM1518

Number of nonzero alpha coeffs

	1e-04	0.00025	0.000623	0.00155	0.00388	0.00967	0.0241	0.0602	0.15	0.375
1e-04	147	148	152	158	159	149	159	152	174	192
0.000221	111	129	110	119	122	121	125	121	121	138
0.000488	89	89	70	92	94	100	102	89	100	108
0.00108	59	65	63	74	64	62	57	63	67	69
0.00238	38	37	41	41	41	33	30	39	39	37
0.00525	17	23	21	26	28	21	22	24	28	25
0.0116	12	10	9	9	9	8	8	10	12	17
0.0256	4	4	2	3	5	4	5	6	7	8
0.0566	0	0	0	0	0	1	1	2	1	2
0.125	0	0	0	0	0	0	0	0	0	0

Number of nonzero beta coeffs

	1e-04	0.00025	0.000623	0.00155	0.00388	0.00967	0.0241	0.0602	0.15	0.375
1e-04	335	246	167	106	61	34	17	7	2	0
0.000221	314	239	148	93	60	37	13	7	3	0
0.000488	353	236	144	120	60	30	16	7	2	0
0.00108	348	246	157	105	62	37	18	7	0	0
0.00238	333	227	153	108	62	32	17	7	1	0
0.00525	338	229	165	106	59	29	16	7	0	0
0.0116	357	252	162	105	60	27	17	7	4	0
0.0256	333	228	180	111	67	27	17	8	4	0
0.0566	355	248	181	112	55	29	16	8	3	2
0.125	351	242	179	112	55	32	16	8	3	2

KM1601

Number of nonzero alpha coeffs

	1e-04	0.00025	0.000623	0.00155	0.00388	0.00967	0.0241	0.0602	0.15	0.375
1e-04	117	116	121	118	123	114	134	115	134	130
0.000221	93	85	92	90	84	97	89	99	98	98
0.000488	73	68	79	74	78	61	63	77	70	76
0.00108	45	46	46	47	43	42	40	39	35	51
0.00238	24	23	26	28	24	28	36	26	23	37
0.00525	12	7	9	13	12	14	12	19	22	27
0.0116	1	1	3	3	2	5	5	7	7	14
0.0256	0	0	0	0	0	0	0	0	0	6
0.0566	0	0	0	0	0	0	0	0	0	0
0.125	0	0	0	0	0	0	0	0	0	0

Number of nonzero beta coeffs

	1e-04	0.00025	0.000623	0.00155	0.00388	0.00967	0.0241	0.0602	0.15	0.375
1e-04	308	235	144	81	48	31	9	5	0	0
0.000221	302	223	136	96	43	26	11	4	3	0
0.000488	297	219	152	94	54	26	11	4	4	0
0.00108	331	232	162	95	48	29	12	5	3	0
0.00238	318	212	150	80	46	26	11	5	3	0
0.00525	306	225	133	97	45	28	11	4	0	0
0.0116	316	226	160	96	57	28	11	5	3	0
0.0256	320	226	156	102	55	29	11	5	3	0
0.0566	311	236	150	92	47	26	12	5	2	1
0.125	315	234	153	95	52	28	9	5	3	1

KM1602

Number of nonzero alpha coeffs

	1e-04	0.00025	0.000623	0.00155	0.00388	0.00967	0.0241	0.0602	0.15	0.375
1e-04	163	168	158	169	156	155	173	157	154	188
0.000221	127	123	133	127	136	127	117	122	117	117
0.000488	84	100	103	86	87	89	96	100	92	102
0.00108	59	56	52	57	58	58	66	58	50	75
0.00238	38	28	34	40	28	32	35	41	49	34
0.00525	18	18	15	15	18	19	15	18	17	23
0.0116	9	8	7	7	8	6	5	9	9	14
0.0256	3	4	4	3	5	4	4	3	4	4
0.0566	0	0	0	0	0	0	0	0	0	0
0.125	0	0	0	0	0	0	0	0	0	0

Number of nonzero beta coeffs

	1e-04	0.00025	0.000623	0.00155	0.00388	0.00967	0.0241	0.0602	0.15	0.375
1e-04	355	276	160	99	55	26	6	4	2	0
0.000221	380	263	193	96	60	27	7	4	1	1
0.000488	334	259	166	78	41	26	10	2	2	0
0.00108	351	245	166	96	47	27	10	4	2	0
0.00238	376	267	185	103	55	23	10	4	0	1
0.00525	358	247	180	106	63	26	11	6	2	0
0.0116	330	253	179	100	53	26	8	5	2	0
0.0256	390	269	181	134	54	25	10	6	2	0
0.0566	383	276	200	101	73	31	11	6	2	1
0.125	376	278	193	122	79	31	13	6	2	0

KOK1604

Number of nonzero alpha coeffs

	1e-04	0.000231	0.000534	0.00123	0.00285	0.00658	0.0152	0.0351	0.0812	0.188
1e-04	132	143	143	147	132	165	145	137	158	171
0.000204	108	103	109	115	118	116	121	118	116	142
0.000418	77	85	82	88	87	93	91	103	97	105
0.000855	62	64	59	59	64	63	64	74	63	67
0.00175	42	41	44	47	42	46	46	44	43	52
0.00357	19	20	26	24	24	26	21	19	24	26
0.00731	8	11	10	8	11	9	10	10	13	15
0.0149	3	1	2	4	3	2	3	4	5	5
0.0306	0	0	0	0	0	0	1	1	1	1
0.0625	0	0	0	0	0	0	0	0	0	0

Number of nonzero beta coeffs

	1e-04	0.000231	0.000534	0.00123	0.00285	0.00658	0.0152	0.0351	0.0812	0.188
1e-04	338	242	152	110	59	33	21	10	6	0
0.000204	317	230	154	91	59	31	18	12	4	0
0.000418	313	229	155	97	54	29	18	9	4	0
0.000855	327	241	178	102	59	33	18	10	5	0
0.00175	333	225	152	110	69	35	19	8	4	0
0.00357	331	243	181	117	71	31	18	12	8	0
0.00731	343	247	175	119	75	32	20	12	6	0
0.0149	320	246	174	117	69	43	21	12	8	2
0.0306	342	252	173	115	76	40	18	11	6	2
0.0625	341	259	175	112	64	41	17	11	6	2

KOK1606

Number of nonzero alpha coeffs

	1e-04	0.00025	0.000623	0.00155	0.00388	0.00967	0.0241	0.0602	0.15	0.375
1e-04	219	235	218	239	230	225	219	240	223	223
0.000221	169	170	169	172	183	160	178	179	173	179
0.000488	123	121	130	127	138	143	135	137	140	140
0.00108	95	96	91	105	108	108	113	96	102	107
0.00238	62	61	68	65	67	72	74	75	74	85
0.00525	38	43	39	44	39	44	43	40	49	53
0.0116	22	18	21	20	29	29	25	18	32	25
0.0256	6	8	8	6	7	6	7	8	9	15
0.0566	0	1	2	3	2	3	1	2	3	2
0.125	0	0	0	0	0	0	0	0	0	0

Number of nonzero beta coeffs

	1e-04	0.00025	0.000623	0.00155	0.00388	0.00967	0.0241	0.0602	0.15	0.375
1e-04	602	472	307	226	123	70	32	10	0	0
0.000221	594	460	323	208	139	67	33	6	0	0
0.000488	587	463	330	232	141	66	37	10	0	0
0.00108	608	471	314	230	136	64	33	11	1	0
0.00238	582	463	329	214	136	75	34	11	0	0
0.00525	610	473	349	231	139	77	36	15	0	0
0.0116	610	489	329	221	142	67	34	13	1	0
0.0256	621	479	348	223	132	78	35	16	1	0
0.0566	631	473	331	226	152	79	47	14	2	0
0.125	624	502	349	230	146	74	39	17	1	0

KOK1607

Number of nonzero alpha coeffs

	1e-04	0.00025	0.000623	0.00155	0.00388	0.00967	0.0241	0.0602	0.15	0.375
1e-04	138	154	146	147	153	145	144	134	153	156
0.000221	109	110	102	104	107	107	99	113	129	110
0.000488	80	78	73	83	88	86	85	94	89	87
0.00108	61	56	59	57	59	54	54	54	54	69
0.00238	37	41	40	40	33	43	47	43	41	47
0.00525	22	25	22	21	24	29	29	30	29	28
0.0116	13	15	13	15	20	18	19	17	17	15
0.0256	4	3	3	3	3	6	7	6	5	4
0.0566	0	0	0	0	0	0	0	0	0	0
0.125	0	0	0	0	0	0	0	0	0	0

Number of nonzero beta coeffs

	1e-04	0.00025	0.000623	0.00155	0.00388	0.00967	0.0241	0.0602	0.15	0.375
1e-04	338	255	175	134	77	37	16	8	0	0
0.000221	324	237	173	119	67	42	17	6	0	0
0.000488	330	240	190	136	78	40	16	9	1	0
0.00108	339	226	181	128	85	45	17	9	4	0
0.00238	335	243	180	128	84	44	19	8	3	1
0.00525	361	238	183	141	76	41	19	8	3	0
0.0116	341	246	197	137	86	41	20	9	4	0
0.0256	359	250	192	151	79	41	21	8	3	1
0.0566	350	250	196	139	85	45	19	9	3	1
0.125	354	256	197	140	84	47	21	9	3	0

KOK1608

Number of nonzero alpha coeffs

	1e-04	0.000231	0.000534	0.00123	0.00285	0.00658	0.0152	0.0351	0.0812	0.188
1e-04	122	145	132	138	153	147	170	140	150	137
0.000204	118	128	109	120	114	106	132	112	139	115
0.000418	87	82	91	96	95	91	90	87	105	90
0.000855	78	72	79	78	74	68	75	77	68	79
0.00175	48	47	50	50	50	53	52	45	53	52
0.00357	22	26	27	28	24	31	39	30	33	36
0.00731	13	7	13	15	18	10	15	12	14	16
0.0149	3	2	3	5	4	6	4	6	6	7
0.0306	0	0	0	0	1	0	0	0	1	1
0.0625	0	0	0	0	0	0	0	0	0	0

Number of nonzero beta coeffs

	1e-04	0.000231	0.000534	0.00123	0.00285	0.00658	0.0152	0.0351	0.0812	0.188
1e-04	294	199	145	92	64	32	22	11	2	0
0.000204	317	231	131	102	61	31	22	6	0	0
0.000418	289	216	154	86	68	30	14	10	2	0
0.000855	308	221	168	106	67	38	21	8	5	0
0.00175	309	229	166	104	61	36	22	14	3	0
0.00357	340	242	163	97	62	36	22	14	4	0
0.00731	306	244	179	115	60	39	23	7	4	0
0.0149	327	240	180	108	67	36	22	12	3	0
0.0306	323	243	187	116	65	46	24	14	3	0
0.0625	326	242	190	117	68	42	25	14	6	0

KOK1609

Number of nonzero alpha coeffs

	1e-04	0.000231	0.000534	0.00123	0.00285	0.00658	0.0152	0.0351	0.0812	0.188
1e-04	155	151	153	163	153	160	152	156	160	180
0.000204	125	110	130	122	120	127	124	131	133	122
0.000418	83	90	83	92	91	89	85	83	93	92
0.000855	72	64	66	60	72	58	65	74	59	62
0.00175	43	52	47	51	49	44	54	46	38	42
0.00357	36	32	30	27	28	30	30	24	32	38
0.00731	16	19	19	15	20	20	17	19	23	20
0.0149	5	3	5	2	4	5	2	7	4	6
0.0306	0	0	0	0	0	0	0	0	0	0
0.0625	0	0	0	0	0	0	0	0	0	0

Number of nonzero beta coeffs

	1e-04	0.000231	0.000534	0.00123	0.00285	0.00658	0.0152	0.0351	0.0812	0.188
1e-04	314	223	178	109	74	44	30	19	2	0
0.000204	330	220	168	117	73	50	35	16	5	0
0.000418	312	233	178	127	76	48	37	21	5	0
0.000855	294	235	172	111	73	50	35	17	4	0
0.00175	350	255	174	130	75	49	35	20	5	0
0.00357	353	235	167	120	79	48	31	20	6	0
0.00731	340	241	179	124	88	49	36	21	4	0
0.0149	346	232	170	118	78	52	33	19	6	0
0.0306	358	229	170	127	78	51	35	19	6	0
0.0625	341	235	185	115	82	52	34	21	4	0

MGL1704

Number of nonzero alpha coeffs

	1e-04	0.00025	0.000623	0.00155	0.00388	0.00967	0.0241	0.0602	0.15	0.375
1e-04	243	233	239	241	223	230	227	220	221	241
0.000221	173	173	179	183	185	190	185	178	178	177
0.000488	145	124	138	136	136	132	135	134	139	131
0.00108	99	100	100	107	104	107	98	103	110	108
0.00238	67	67	70	73	74	70	80	75	77	72
0.00525	46	42	43	45	47	49	49	55	56	52
0.0116	18	20	19	20	22	25	22	25	27	29
0.0256	10	8	8	10	8	7	6	8	10	9
0.0566	0	1	1	2	2	2	2	2	2	4
0.125	0	0	0	0	0	0	0	0	0	0

Number of nonzero beta coeffs

	1e-04	0.00025	0.000623	0.00155	0.00388	0.00967	0.0241	0.0602	0.15	0.375
1e-04	628	495	360	242	165	85	36	9	2	0
0.000221	631	490	369	252	158	83	36	8	2	0
0.000488	626	498	360	258	167	83	33	10	0	0
0.00108	646	474	374	256	161	87	36	9	1	0
0.00238	636	510	368	257	162	82	39	8	1	0
0.00525	650	507	386	276	165	91	35	6	0	0
0.0116	643	516	384	282	169	91	41	14	0	0
0.0256	660	524	390	273	176	91	39	8	2	0
0.0566	672	528	399	277	178	90	49	13	2	0
0.125	658	534	389	287	176	96	45	12	2	0

KM1708

Number of nonzero alpha coeffs

	1e-04	0.000231	0.000534	0.00123	0.00285	0.00658	0.0152	0.0351	0.0812	0.188
1e-04	138	118	132	126	131	136	120	127	178	163
0.000204	102	94	104	105	104	100	124	113	105	130
0.000418	68	81	72	76	74	80	82	76	80	98
0.000855	55	50	58	61	61	55	52	59	54	77
0.00175	34	32	28	32	38	30	44	51	36	46
0.00357	26	24	20	21	24	24	27	28	27	34
0.00731	10	11	8	10	11	13	11	12	12	19
0.0149	4	4	4	5	6	3	4	6	4	6
0.0306	0	0	0	0	0	0	0	0	0	0
0.0625	0	0	0	0	0	0	0	0	0	0

Number of nonzero beta coeffs

	1e-04	0.000231	0.000534	0.00123	0.00285	0.00658	0.0152	0.0351	0.0812	0.188
1e-04	333	228	182	122	82	53	33	22	4	0
0.000204	332	230	171	123	71	49	29	19	8	0
0.000418	331	250	167	117	70	53	33	23	8	0
0.000855	358	234	188	127	80	51	34	20	7	0
0.00175	327	232	170	117	72	55	38	20	9	0
0.00357	332	241	190	124	85	47	30	23	6	0
0.00731	328	256	194	126	86	61	33	21	10	0
0.0149	335	237	172	123	73	56	33	21	11	0
0.0306	337	243	174	130	93	52	32	22	9	1
0.0625	335	237	182	135	74	55	33	23	10	0

KM1709

Number of nonzero alpha coeffs

	1e-04	0.000231	0.000534	0.00123	0.00285	0.00658	0.0152	0.0351	0.0812	0.188
1e-04	204	194	170	180	178	172	180	192	196	196
0.000204	163	156	146	150	158	161	159	154	168	167
0.000418	115	118	131	120	132	125	118	123	120	124
0.000855	83	84	99	99	89	85	80	93	103	100
0.00175	71	67	72	60	61	62	59	72	65	82
0.00357	41	42	44	39	39	44	42	37	35	40
0.00731	22	19	17	21	22	27	22	21	19	25
0.0149	8	10	11	11	12	11	11	11	10	13
0.0306	3	4	4	5	3	3	5	5	5	3
0.0625	0	0	0	0	0	0	0	0	0	0

Number of nonzero beta coeffs

	1e-04	0.000231	0.000534	0.00123	0.00285	0.00658	0.0152	0.0351	0.0812	0.188
1e-04	436	340	211	159	101	61	34	23	5	0
0.000204	444	335	228	163	112	66	33	20	3	1
0.000418	423	333	253	167	108	66	35	23	2	0
0.000855	450	328	258	183	117	63	35	20	1	0
0.00175	489	352	259	158	97	63	35	19	3	0
0.00357	446	360	245	169	107	61	29	25	8	1
0.00731	437	330	244	158	99	66	33	24	7	1
0.0149	438	322	258	157	101	62	35	23	3	1
0.0306	441	331	240	174	131	71	36	22	7	0
0.0625	468	346	246	171	109	65	33	23	7	0

KM1713

Number of nonzero alpha coeffs

	1e-04	0.00025	0.000623	0.00155	0.00388	0.00967	0.0241	0.0602	0.15	0.375
1e-04	212	207	212	224	211	219	220	217	214	222
0.000221	171	167	169	167	171	172	175	182	163	178
0.000488	137	128	123	133	137	140	141	145	142	134
0.00108	102	99	104	98	91	102	108	110	106	107
0.00238	71	64	63	78	70	77	74	75	70	65
0.00525	35	33	43	43	41	37	42	34	44	37
0.0116	18	15	19	15	18	14	19	17	17	17
0.0256	15	9	8	7	10	9	10	12	11	11
0.0566	3	3	3	3	4	2	4	4	1	5
0.125	0	0	0	0	0	0	0	0	0	0

Number of nonzero beta coeffs

	1e-04	0.00025	0.000623	0.00155	0.00388	0.00967	0.0241	0.0602	0.15	0.375
1e-04	622	495	334	217	136	72	34	9	3	0
0.000221	615	473	341	218	140	79	34	9	2	0
0.000488	643	481	330	228	140	76	32	8	0	0
0.00108	619	501	355	230	153	78	33	10	2	0
0.00238	634	498	347	245	160	77	31	9	2	0
0.00525	647	493	356	247	157	85	30	11	2	0
0.0116	654	513	372	232	156	85	29	12	2	0
0.0256	660	510	373	252	149	83	37	8	2	0
0.0566	665	502	386	254	163	82	32	10	1	0
0.125	655	525	382	250	169	88	35	10	2	0

KM1717

Number of nonzero alpha coeffs

	1e-04	0.000231	0.000534	0.00123	0.00285	0.00658	0.0152	0.0351	0.0812	0.188
1e-04	142	139	144	125	152	142	135	143	145	152
0.000204	112	105	108	112	113	119	110	127	127	118
0.000418	91	80	86	81	87	91	90	78	109	106
0.000855	67	64	69	75	67	65	68	61	77	74
0.00175	44	44	46	48	47	47	48	51	56	53
0.00357	31	30	27	30	30	27	33	40	34	37
0.00731	14	16	15	14	13	14	14	16	14	22
0.0149	5	6	6	6	5	6	6	6	6	8
0.0306	3	1	3	3	2	2	3	3	3	3
0.0625	0	0	0	0	0	0	0	0	0	0

Number of nonzero beta coeffs

	1e-04	0.000231	0.000534	0.00123	0.00285	0.00658	0.0152	0.0351	0.0812	0.188
1e-04	335	256	175	117	84	58	33	18	6	0
0.000204	365	246	174	126	88	55	34	15	4	0
0.000418	350	238	180	124	90	54	32	19	4	0
0.000855	362	242	184	127	91	57	31	19	6	0
0.00175	342	242	169	123	81	51	29	18	6	0
0.00357	389	272	184	134	90	52	32	17	6	0
0.00731	365	262	178	127	94	58	31	18	8	0
0.0149	343	249	166	135	88	57	29	18	8	0
0.0306	348	264	182	130	91	55	32	19	8	0
0.0625	355	250	186	131	95	55	31	19	7	0

KOK1801

Number of nonzero alpha coeffs

	1e-04	0.000231	0.000534	0.00123	0.00285	0.00658	0.0152	0.0351	0.0812	0.188
1e-04	166	188	179	178	182	180	197	173	197	192
0.000204	130	122	140	126	136	148	151	134	143	150
0.000418	106	113	99	99	101	102	101	105	122	116
0.000855	78	79	85	82	75	75	78	80	87	69
0.00175	51	55	39	55	53	54	58	59	42	58
0.00357	24	24	26	29	31	30	28	32	35	29
0.00731	13	12	12	12	13	12	16	18	14	14
0.0149	7	4	4	4	4	6	4	9	5	6
0.0306	0	0	0	0	0	0	1	1	2	1
0.0625	0	0	0	0	0	0	0	0	0	0

Number of nonzero beta coeffs

	1e-04	0.000231	0.000534	0.00123	0.00285	0.00658	0.0152	0.0351	0.0812	0.188
1e-04	360	267	201	131	79	49	26	12	1	0
0.000204	364	286	197	106	81	54	21	8	2	0
0.000418	356	265	198	122	84	47	29	11	1	0
0.000855	387	270	202	118	73	43	26	14	0	0
0.00175	385	284	185	128	87	48	28	12	4	0
0.00357	393	289	205	143	89	49	27	12	3	0
0.00731	373	293	211	152	91	49	27	12	5	0
0.0149	382	295	210	142	88	54	26	10	2	0
0.0306	389	286	196	153	93	52	29	16	3	0
0.0625	383	290	213	137	85	50	29	12	4	0

KM1802

Number of nonzero alpha coeffs

	1e-04	0.00025	0.000623	0.00155	0.00388	0.00967	0.0241	0.0602	0.15	0.375
1e-04	125	118	124	128	141	136	120	131	153	165
0.000221	94	104	103	97	107	101	101	120	130	121
0.000488	75	84	70	80	79	73	81	74	95	97
0.00108	54	55	59	56	60	52	57	59	73	78
0.00238	30	30	30	35	34	38	33	41	47	48
0.00525	21	16	18	18	18	21	16	21	25	35
0.0116	5	7	2	6	5	5	3	5	15	16
0.0256	2	0	0	2	2	1	1	1	1	1
0.0566	0	0	0	0	0	0	0	0	0	0
0.125	0	0	0	0	0	0	0	0	0	0

Number of nonzero beta coeffs

	1e-04	0.00025	0.000623	0.00155	0.00388	0.00967	0.0241	0.0602	0.15	0.375
1e-04	325	240	180	133	83	48	24	15	2	0
0.000221	335	254	189	124	86	42	26	10	2	0
0.000488	326	240	179	133	81	52	25	16	1	0
0.00108	332	248	186	139	99	40	26	16	2	0
0.00238	342	256	190	130	91	43	26	16	2	0
0.00525	352	247	182	139	81	56	25	16	2	0
0.0116	333	245	203	132	86	45	28	16	2	0
0.0256	336	243	181	141	86	51	26	16	4	0
0.0566	345	255	201	129	87	50	28	16	4	0
0.125	355	250	186	130	83	44	26	16	4	0

KOK1803

Number of nonzero alpha coeffs

	1e-04	0.00025	0.000623	0.00155	0.00388	0.00967	0.0241	0.0602	0.15	0.375
1e-04	136	145	140	151	147	150	144	160	150	158
0.000221	109	114	114	122	123	124	100	116	122	122
0.000488	94	80	91	93	98	95	100	86	101	90
0.00108	62	66	63	67	73	75	80	76	70	65
0.00238	39	35	43	37	36	44	31	40	41	44
0.00525	15	15	14	20	18	19	20	16	24	25
0.0116	5	5	5	5	4	8	4	5	7	6
0.0256	1	3	2	0	0	2	3	3	4	1
0.0566	0	0	0	0	0	0	0	0	0	0
0.125	0	0	0	0	0	0	0	0	0	0

Number of nonzero beta coeffs

	1e-04	0.00025	0.000623	0.00155	0.00388	0.00967	0.0241	0.0602	0.15	0.375
1e-04	336	238	164	101	53	28	11	3	2	0
0.000221	310	227	159	98	53	27	10	8	2	0
0.000488	321	224	151	98	57	25	9	8	0	0
0.00108	298	234	154	96	55	26	13	5	2	0
0.00238	315	222	160	96	56	30	10	9	1	0
0.00525	327	250	173	101	67	26	9	8	0	0
0.0116	347	242	173	105	55	28	10	8	2	0
0.0256	344	242	168	117	65	27	10	8	2	0
0.0566	334	246	170	107	57	28	9	8	2	0
0.125	330	248	189	104	60	22	10	8	2	0

FK180310-1

Number of nonzero alpha coeffs

	1e-04	0.000231	0.000534	0.00123	0.00285	0.00658	0.0152	0.0351	0.0812	0.188
1e-04	206	205	209	196	185	185	197	195	210	198
0.000204	157	157	165	161	162	162	160	178	165	158
0.000418	138	114	141	126	129	124	134	139	143	133
0.000855	78	99	93	104	103	104	92	106	110	108
0.00175	70	64	56	56	65	70	74	75	72	80
0.00357	29	37	31	33	41	42	37	38	35	37
0.00731	17	18	20	18	18	17	18	16	18	19
0.0149	4	5	5	4	5	6	7	7	7	8
0.0306	0	0	1	0	0	0	2	2	3	1
0.0625	0	0	0	0	0	0	0	0	0	0

Number of nonzero beta coeffs

	1e-04	0.000231	0.000534	0.00123	0.00285	0.00658	0.0152	0.0351	0.0812	0.188
1e-04	450	339	275	175	139	69	35	16	2	0
0.000204	424	341	255	209	124	74	39	14	7	0
0.000418	453	350	271	199	116	69	38	9	2	0
0.000855	397	352	252	188	123	65	27	16	2	0
0.00175	436	351	258	180	117	71	32	18	4	0
0.00357	427	337	280	205	139	70	34	17	6	0
0.00731	434	347	285	202	138	68	40	12	6	0
0.0149	449	349	285	206	138	69	42	17	2	0
0.0306	464	359	267	208	144	77	39	20	4	0
0.0625	458	339	271	222	132	76	38	16	2	0

FK180310-2

Number of nonzero alpha coeffs

	1e-04	0.000231	0.000534	0.00123	0.00285	0.00658	0.0152	0.0351	0.0812	0.188
1e-04	170	158	181	159	162	177	163	182	177	194
0.000204	135	126	139	131	130	130	118	131	135	140
0.000418	94	93	104	96	106	89	99	95	107	112
0.000855	74	63	73	80	72	75	79	75	68	80
0.00175	46	46	47	47	39	42	46	43	44	60
0.00357	23	24	21	24	24	28	28	28	21	29
0.00731	10	9	8	9	10	10	12	11	11	9
0.0149	3	3	3	2	3	4	3	3	3	3
0.0306	0	2	1	2	1	2	0	2	2	2
0.0625	0	0	0	0	0	0	0	0	0	0

Number of nonzero beta coeffs

	1e-04	0.000231	0.000534	0.00123	0.00285	0.00658	0.0152	0.0351	0.0812	0.188
1e-04	397	296	247	164	100	71	33	18	3	0
0.000204	444	296	252	156	116	63	34	19	3	1
0.000418	405	296	243	154	109	65	32	19	3	1
0.000855	407	296	250	168	98	64	36	16	6	1
0.00175	418	336	245	169	108	63	36	20	6	0
0.00357	402	322	239	165	114	64	31	19	3	1
0.00731	394	308	234	177	114	61	37	16	3	0
0.0149	402	335	234	173	108	71	34	20	3	1
0.0306	397	321	246	165	100	63	37	16	5	1
0.0625	426	319	246	167	99	72	31	19	4	1

Subsampled models

Download the results from the server:

all_cruise_id="KM1508 KM1512 KM1513 KOK1515 KM1518 KM1601 KM1602 KOK1604 KOK1606 KOK1607 KOK1608 KOK1609 MGL1704 KM1708  KM1712 KM1713 KM1717  KOK1801 KM1802 KOK1803 FK180310-1 FK180310-2"
for cruise_id in all_cruise_id
do
    echo $cruise_id
    from=sangwonh@discovery.usc.edu:projdir/output/flowmixapp/data/02-estimate/$cruise_id/summaries/*
    to=/home/sangwonh/repos/flowmixapp/data/02-estimate/$cruise_id/summaries/.
    mkdir -p  $to
    rsync -auv $from $to
done

Now, we’ll load the summaries and aggregate the information from all experiments – original and subsampling replicates.

This creates summary files named e.g. KM1601-grand-summary.RDS.

all_cruise_id = c("KM1508",
                  "KM1512",
                  ## "KM1513", ## This has fold 4 missing altogether; why is this?
                  "KOK1515",
                  "KM1518",
                  "KM1601",
                  "KM1602",
                  "KOK1604",
                  "KOK1606",
                  "KOK1607",
                  "KOK1608",
                  "KOK1609", ##"KOK1608a", , "KOK1609a"
                  ## c("KM1712"), ## Need to download covariates, bin properly and run again.
                  "MGL1704", "KM1708",
                  "KM1709", ## No subsampling yet
                  "KM1713", ## No subsampling yet
                  "KM1717", "KOK1801", "KM1802", ## These are new.
                  "KOK1803",  "FK180310-1", "FK180310-2") ## "KM1805" ## Too little data in 1805

for(cruise_id in all_cruise_id){
  tryCatch({
  subsample_summarize(cruise_id = cruise_id,
                      save = TRUE,
                      nsim = 100,
                      outputdir = "~/projdir/output/flowmixapp/data/02-estimate",
                      outputdir_cytograms = "~/projdir/output/flowmixapp/data/01-cytograms",
                      verbose = TRUE)
  }, error = function(e){
    print("error occurred!")
    return(NULL)
  })
}

Beta coefficients and stability

varnames = c("diam", "chl", "pe")
numclust = 10
dimdat = 3
for(cruise_id in all_cruise_id){

  ## Read in the summary over all subsampled models.
  filename = paste0(cruise_id, "-grand-summary.RDS")
  summarydir = file.path(outputdir, cruise_id, "summaries")
  if(!file.exists(file.path(summarydir, filename))) next
  obj = readRDS(file = file.path(summarydir, filename))

  ## Cluster labels
  one_mapmat_long = mapmat_long %>% filter(cruise_id == !!(cruise_id)) %>% arrange(value) %>% na.omit()
  stopifnot((one_mapmat_long %>% pull(value)) == (1:10))
  cluster_labels = one_mapmat_long %>% pull(name)

  for(iclust in 1:numclust){
    ## cat("###", cruise_id, paste0("clust-", iclust))
    cat("###", cruise_id, cluster_labels[iclust])

    threetables = lapply(1:dimdat, function(idim){
      pipeline = function(a, varname){
        a %>% as.data.frame() %>%  magrittr::set_colnames(varname) %>% 
        tibble::rownames_to_column(var="variable")  %>% as_tibble()
      }
      stab = obj$beta_freq %>% .[iclust, ,idim] %>% pipeline("stab")
      coef = obj$origres$beta %>% .[[iclust]] %>% .[,idim] %>% pipeline("est")
      combined = full_join(stab, coef) %>%
        arrange(-stab) %>%
        mutate(stab = print_sparsify(stab),
               est = print_sparsify(est)) %>%
        filter(variable != "intp") %>%
        magrittr::set_colnames(c("variable", paste0(varnames[idim], "_stab"),
                                 paste0(varnames[idim], "_est")))
      return(combined)
    })

    ## Combine and kable-ify
    threetables %>% do.call(cbind, .) %>% knitr::kable(caption="beta coefficients") %>% print()
      cat(fill = TRUE)
  }
}

KM1508 bead

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.63	0.001	sla	0.61	-0.006	par_3	0.7	-0.013
par_9	0.56	0.001	par_6	0.46	0	par_12	0.48	.
par_6	0.47	0.018	par_9	0.37	0.003	sla	0.44	.
par_12	0.38	.	par	0.36	-0.007	par_9	0.41	.
par	0.29	.	par_3	0.31	.	par_6	0.37	.
northward_wind	0.21	.	par_12	0.31	.	wind_speed	0.33	.
vgosa	0.19	.	wind_speed	0.27	.	par	0.32	.
ugos	0.18	.	vgos	0.2	.	ugos	0.2	.
vgos	0.14	.	Fe	0.19	.	surface_downward_northward_stress	0.19	.
sla	0.06	.	northward_wind	0.11	.	vgosa	0.16	.
wind_speed	0.06	.	ugosa	0.09	.	sss	0.13	.
ugosa	0.04	.	ugos	0.09	.	vgos	0.12	.
surface_downward_northward_stress	0.03	.	surface_downward_northward_stress	0.05	.	Fe	0.11	.
sss_cruise	0.02	.	vgosa	0.04	.	northward_wind	0.09	.
density_WOA_clim	0.01	.	density_WOA_clim	0.02	.	sss_cruise	0.07	.
sst_cruise	0.01	.	sss	0.02	.	wind_stress	0.07	.
sst	0.01	.	sss_cruise	0.01	.	ugosa	0.03	.
Fe	0.01	.	AOU_WOA_clim	.	.	AOU_WOA_clim	.	.
eastward_wind	0.01	.	o2sat_WOA_clim	.	.	density_WOA_clim	.	.
sss	0.01	.	oxygen_WOA_clim	.	.	o2sat_WOA_clim	.	.
AOU_WOA_clim	.	.	salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.
o2sat_WOA_clim	.	.	conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.
oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.
salinity_WOA_clim	.	.	phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.
conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.
nitrate_WOA_clim	.	.	sst_cruise	.	.	silicate_WOA_clim	.	.
phosphate_WOA_clim	.	.	Si	.	.	sst_cruise	.	.
silicate_WOA_clim	.	.	NO3	.	.	Si	.	.
Si	.	.	CHL	.	.	NO3	.	.
NO3	.	.	PHYC	.	.	CHL	.	.
CHL	.	.	PO4	.	.	PHYC	.	.
PHYC	.	.	O2	.	.	PO4	.	.
PO4	.	.	sst	.	.	O2	.	.
O2	.	.	PP	.	.	sst	.	.
PP	.	.	wind_stress	.	.	PP	.	.
wind_stress	.	.	eastward_wind	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.

KM1508 pico2_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	1	0.144	par_6	0.97	0.047	par	1	0.092
par_3	0.99	0.146	par_3	0.96	-0.042	par_3	0.99	0.102
par_9	0.99	0.091	par_9	0.94	0.026	par_12	0.96	0.063
par_12	0.99	0.164	par	0.93	-0.027	northward_wind	0.83	0.03
par	0.9	0.066	par_12	0.83	.	par_9	0.8	.
sla	0.81	-0.064	northward_wind	0.75	0.03	ugos	0.75	0.021
vgosa	0.64	-0.072	vgos	0.67	-0.025	par_6	0.69	.
surface_downward_northward_stress	0.57	.	Fe	0.66	-0.054	sla	0.6	-0.044
ugos	0.39	.	wind_speed	0.66	-0.048	vgosa	0.41	0.01
Fe	0.36	0.053	sss_cruise	0.53	-0.052	vgos	0.32	.
sss_cruise	0.35	0.055	sss	0.49	-0.033	wind_stress	0.31	.
ugosa	0.32	0.002	ugosa	0.48	-0.015	sss_cruise	0.3	.
northward_wind	0.32	.	eastward_wind	0.45	0.02	sss	0.29	.
vgos	0.26	.	sla	0.43	.	density_WOA_clim	0.17	.
sss	0.26	.	ugos	0.43	.	sst_cruise	0.15	.
eastward_wind	0.24	.	density_WOA_clim	0.22	.	Fe	0.15	.
wind_speed	0.18	.	sst_cruise	0.21	.	surface_downward_northward_stress	0.09	.
wind_stress	0.15	.	surface_downward_northward_stress	0.19	.	wind_speed	0.08	.
density_WOA_clim	0.14	.	vgosa	0.17	.	ugosa	0.07	.
sst_cruise	0.12	.	wind_stress	0.06	.	eastward_wind	0.02	.
sst	0.01	.	sst	0.03	.	sst	0.01	.
AOU_WOA_clim	.	.	AOU_WOA_clim	.	.	surface_downward_eastward_stress	0.01	.
o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.	AOU_WOA_clim	.	.
oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.	o2sat_WOA_clim	.	.
salinity_WOA_clim	.	.	salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.
conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.
nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.
phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.
silicate_WOA_clim	.	.	silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.
Si	.	.	Si	.	.	silicate_WOA_clim	.	.
NO3	.	.	NO3	.	.	Si	.	.
CHL	.	.	CHL	.	.	NO3	.	.
PHYC	.	.	PHYC	.	.	CHL	.	.
PO4	.	.	PO4	.	.	PHYC	.	.
O2	.	.	O2	.	.	PO4	.	.
PP	.	.	PP	.	.	O2	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	PP	.	.

KM1508 bg1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.47	.	par_3	0.57	.	par	0.52	.
par_6	0.43	.	par	0.54	.	par_3	0.46	.
par_9	0.43	0.008	vgos	0.52	.	vgos	0.45	.
par	0.41	.	par_6	0.47	0.057	par_6	0.4	0.045
par_12	0.25	.	sla	0.45	.	par_9	0.33	0.015
northward_wind	0.24	-0.071	par_12	0.36	.	par_12	0.33	.
sla	0.19	.	par_9	0.3	.	sla	0.27	.
Fe	0.16	.	Fe	0.27	.	northward_wind	0.24	.
vgosa	0.15	.	wind_speed	0.26	.	ugos	0.17	.
vgos	0.15	.	northward_wind	0.12	.	wind_speed	0.15	.
ugosa	0.11	.	ugos	0.07	.	Fe	0.14	.
wind_speed	0.1	.	ugosa	0.05	.	vgosa	0.07	.
ugos	0.07	.	surface_downward_northward_stress	0.05	.	ugosa	0.06	.
surface_downward_northward_stress	0.05	.	density_WOA_clim	0.03	.	sss	0.06	.
sss_cruise	0.02	.	sss	0.03	.	surface_downward_northward_stress	0.05	.
density_WOA_clim	0.01	.	sss_cruise	0.02	.	wind_stress	0.03	.
sst_cruise	0.01	.	vgosa	0.01	.	sss_cruise	0.01	.
eastward_wind	0.01	.	AOU_WOA_clim	.	.	AOU_WOA_clim	.	.
sss	0.01	.	o2sat_WOA_clim	.	.	density_WOA_clim	.	.
AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.	o2sat_WOA_clim	.	.
o2sat_WOA_clim	.	.	salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.
phosphate_WOA_clim	.	.	sst_cruise	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	Si	.	.	sst_cruise	.	.
Si	.	.	NO3	.	.	Si	.	.
NO3	.	.	CHL	.	.	NO3	.	.
CHL	.	.	PHYC	.	.	CHL	.	.
PHYC	.	.	PO4	.	.	PHYC	.	.
PO4	.	.	O2	.	.	PO4	.	.
O2	.	.	sst	.	.	O2	.	.
sst	.	.	PP	.	.	sst	.	.
PP	.	.	wind_stress	.	.	PP	.	.
wind_stress	.	.	eastward_wind	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.

KM1508 rest1_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par	0.77	.	par	0.66	.	vgos	0.55	.
par_3	0.73	.	par_6	0.51	.	par_3	0.48	.
ugosa	0.53	0	par_9	0.49	0.03	par_9	0.44	.
par_9	0.5	-0.009	par_3	0.39	.	par_6	0.4	-0.004
par_12	0.42	.	sla	0.37	.	par_12	0.36	.
sla	0.32	.	vgos	0.32	-0.001	par	0.35	.
par_6	0.27	-0.003	par_12	0.28	.	wind_speed	0.21	.
Fe	0.2	.	Fe	0.15	.	northward_wind	0.21	.
vgosa	0.18	-0.006	wind_speed	0.14	.	sla	0.2	.
northward_wind	0.17	.	northward_wind	0.11	.	ugos	0.18	.
ugos	0.15	0.004	ugos	0.1	.	ugosa	0.1	.
vgos	0.12	.	ugosa	0.08	.	wind_stress	0.1	.
surface_downward_northward_stress	0.11	.	vgosa	0.06	.	surface_downward_northward_stress	0.09	.
sss_cruise	0.06	.	wind_stress	0.06	.	Fe	0.06	.
wind_speed	0.06	.	surface_downward_northward_stress	0.06	.	sss_cruise	0.05	.
sss	0.05	.	density_WOA_clim	0.02	.	vgosa	0.02	.
density_WOA_clim	0.03	.	sss_cruise	0.02	.	sss	0.02	.
wind_stress	0.02	.	sss	0.02	.	AOU_WOA_clim	.	.
eastward_wind	0.01	.	sst_cruise	0.01	.	density_WOA_clim	.	.
AOU_WOA_clim	.	.	eastward_wind	0.01	.	o2sat_WOA_clim	.	.
o2sat_WOA_clim	.	.	AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	o2sat_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.
phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.	sst_cruise	.	.
sst_cruise	.	.	silicate_WOA_clim	.	.	Si	.	.
Si	.	.	Si	.	.	NO3	.	.
NO3	.	.	NO3	.	.	CHL	.	.
CHL	.	.	CHL	.	.	PHYC	.	.
PHYC	.	.	PHYC	.	.	PO4	.	.
PO4	.	.	PO4	.	.	O2	.	.
O2	.	.	O2	.	.	sst	.	.
sst	.	.	sst	.	.	PP	.	.
PP	.	.	PP	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.

KM1508 bg2

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.4	.	vgos	0.49	.	par_3	0.37	.
northward_wind	0.39	.	sla	0.46	.	par_12	0.37	.
par_9	0.27	.	par_3	0.41	.	vgos	0.37	.
sla	0.26	.	par	0.28	.	par	0.3	.
par_12	0.24	.	par_6	0.27	.	Fe	0.2	.
wind_speed	0.24	.	Fe	0.19	.	par_6	0.19	.
par	0.23	.	wind_speed	0.19	.	par_9	0.19	.
par_6	0.2	.	par_12	0.18	.	sla	0.19	.
vgos	0.15	.	sss	0.12	.	wind_speed	0.18	.
ugos	0.13	.	par_9	0.1	.	northward_wind	0.13	.
vgosa	0.05	.	ugos	0.09	.	ugos	0.05	.
Fe	0.04	.	northward_wind	0.09	.	wind_stress	0.05	.
density_WOA_clim	0.03	.	surface_downward_northward_stress	0.08	.	ugosa	0.04	.
ugosa	0.03	.	ugosa	0.04	.	sss	0.02	.
surface_downward_northward_stress	0.03	.	vgosa	0.02	.	vgosa	0.01	.
sss	0.02	.	AOU_WOA_clim	.	.	AOU_WOA_clim	.	.
AOU_WOA_clim	.	.	density_WOA_clim	.	.	density_WOA_clim	.	.
o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.	salinity_WOA_clim	.	.	salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.	silicate_WOA_clim	.	.	silicate_WOA_clim	.	.
sss_cruise	.	.	sss_cruise	.	.	sss_cruise	.	.
sst_cruise	.	.	sst_cruise	.	.	sst_cruise	.	.
Si	.	.	Si	.	.	Si	.	.
NO3	.	.	NO3	.	.	NO3	.	.
CHL	.	.	CHL	.	.	CHL	.	.
PHYC	.	.	PHYC	.	.	PHYC	.	.
PO4	.	.	PO4	.	.	PO4	.	.
O2	.	.	O2	.	.	O2	.	.
sst	.	.	sst	.	.	sst	.	.
PP	.	.	PP	.	.	PP	.	.
wind_stress	.	.	wind_stress	.	.	eastward_wind	.	.
eastward_wind	.	.	eastward_wind	.	.	surface_downward_eastward_stress	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_northward_stress	.	.

KM1508 pico1_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_9	0.84	0.133	par	0.88	-0.124	par	0.95	0.019
par_6	0.7	0.054	par_3	0.79	-0.113	par_3	0.92	0.001
par_12	0.68	0.067	par_6	0.45	-0.038	vgos	0.77	0.009
sla	0.56	-0.054	par_12	0.41	.	sla	0.62	0.013
vgos	0.38	.	par_9	0.38	.	par_12	0.59	.
vgosa	0.37	-0.053	vgosa	0.37	0.062	sss	0.45	0.008
par	0.33	.	sss_cruise	0.27	.	par_9	0.43	.
par_3	0.26	.	Fe	0.27	.	par_6	0.36	.
Fe	0.21	.	sla	0.25	.	ugos	0.32	.
wind_speed	0.18	.	vgos	0.24	.	northward_wind	0.27	.
northward_wind	0.17	.	ugos	0.23	.	wind_speed	0.22	.
ugos	0.14	.	sss	0.18	.	Fe	0.17	.
surface_downward_northward_stress	0.09	.	northward_wind	0.17	.	surface_downward_northward_stress	0.1	.
sss	0.08	.	wind_speed	0.12	.	vgosa	0.07	.
density_WOA_clim	0.05	.	surface_downward_northward_stress	0.06	.	density_WOA_clim	0.03	.
sst	0.05	.	density_WOA_clim	0.05	.	sss_cruise	0.03	.
ugosa	0.03	.	ugosa	0.05	.	ugosa	0.03	.
sst_cruise	0.02	.	wind_stress	0.02	.	wind_stress	0.01	.
eastward_wind	0.02	.	eastward_wind	0.01	.	AOU_WOA_clim	.	.
oxygen_WOA_clim	0.01	.	surface_downward_eastward_stress	0.01	.	o2sat_WOA_clim	.	.
sss_cruise	0.01	.	AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.
AOU_WOA_clim	.	.	o2sat_WOA_clim	.	.	salinity_WOA_clim	.	.
o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.
salinity_WOA_clim	.	.	salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.
conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.
nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.
phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.	sst_cruise	.	.
silicate_WOA_clim	.	.	silicate_WOA_clim	.	.	Si	.	.
Si	.	.	sst_cruise	.	.	NO3	.	.
NO3	.	.	Si	.	.	CHL	.	.
CHL	.	.	NO3	.	.	PHYC	.	.
PHYC	.	.	CHL	.	.	PO4	.	.
PO4	.	.	PHYC	.	.	O2	.	.
O2	.	.	PO4	.	.	sst	.	.
PP	.	.	O2	.	.	PP	.	.
wind_stress	.	.	sst	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	PP	.	.	surface_downward_eastward_stress	.	.

KM1508 syn

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.91	0.067	par_3	0.91	-0.052	par_12	0.82	-0.085
par_6	0.89	0.084	par	0.73	-0.016	par_6	0.57	-0.032
par_9	0.79	0.037	par_12	0.6	-0.034	par_9	0.56	-0.004
par_12	0.71	0.054	ugos	0.48	.	par	0.45	.
par	0.67	0.033	sss	0.45	-0.077	sla	0.43	.
sla	0.57	.	sla	0.39	.	par_3	0.41	.
vgosa	0.53	-0.037	vgos	0.34	.	ugos	0.41	0.003
sss	0.32	.	par_9	0.29	.	vgos	0.39	-0.01
ugos	0.3	.	par_6	0.28	.	Fe	0.33	.
northward_wind	0.29	.	Fe	0.23	.	vgosa	0.3	.
Fe	0.26	.	vgosa	0.13	.	sss	0.3	.
vgos	0.22	.	surface_downward_northward_stress	0.13	.	northward_wind	0.19	.
wind_speed	0.14	.	northward_wind	0.12	0.003	sss_cruise	0.06	.
sss_cruise	0.08	.	wind_speed	0.08	.	wind_speed	0.06	.
surface_downward_northward_stress	0.08	.	density_WOA_clim	0.04	.	surface_downward_northward_stress	0.04	.
sst	0.04	.	ugosa	0.02	.	wind_stress	0.03	.
density_WOA_clim	0.03	.	wind_stress	0.02	.	density_WOA_clim	0.01	.
eastward_wind	0.03	.	AOU_WOA_clim	.	.	ugosa	0.01	.
ugosa	0.02	.	o2sat_WOA_clim	.	.	AOU_WOA_clim	.	.
sst_cruise	0.01	.	oxygen_WOA_clim	.	.	o2sat_WOA_clim	.	.
wind_stress	0.01	.	salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.
AOU_WOA_clim	.	.	conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.
o2sat_WOA_clim	.	.	nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.
oxygen_WOA_clim	.	.	phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.
salinity_WOA_clim	.	.	silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.
conductivity_WOA_clim	.	.	sss_cruise	.	.	silicate_WOA_clim	.	.
nitrate_WOA_clim	.	.	sst_cruise	.	.	sst_cruise	.	.
phosphate_WOA_clim	.	.	Si	.	.	Si	.	.
silicate_WOA_clim	.	.	NO3	.	.	NO3	.	.
Si	.	.	CHL	.	.	CHL	.	.
NO3	.	.	PHYC	.	.	PHYC	.	.
CHL	.	.	PO4	.	.	PO4	.	.
PHYC	.	.	O2	.	.	O2	.	.
PO4	.	.	sst	.	.	sst	.	.
O2	.	.	PP	.	.	PP	.	.
PP	.	.	eastward_wind	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.

KM1508 rest2_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.75	0.077	par_3	0.85	-0.014	par_6	0.57	0.007
par_9	0.5	0	vgos	0.81	-0.03	par	0.54	0.008
par_3	0.48	.	par	0.75	-0.004	par_3	0.51	.
par	0.25	.	sla	0.6	-0.016	sla	0.48	-0.001
vgosa	0.24	.	par_6	0.44	-0.003	par_9	0.43	0.002
northward_wind	0.24	.	wind_speed	0.38	.	vgos	0.36	.
par_12	0.21	.	par_12	0.29	0.001	wind_speed	0.35	-0.001
vgos	0.12	.	par_9	0.28	.	par_12	0.3	.
sla	0.11	.	surface_downward_northward_stress	0.15	0.007	Fe	0.19	.
surface_downward_northward_stress	0.1	.	Fe	0.11	.	vgosa	0.19	.
Fe	0.09	.	ugosa	0.1	.	ugos	0.19	.
ugos	0.07	.	wind_stress	0.1	.	surface_downward_northward_stress	0.19	0.004
wind_speed	0.07	.	northward_wind	0.08	.	northward_wind	0.13	.
density_WOA_clim	0.04	.	ugos	0.05	.	ugosa	0.09	.
ugosa	0.04	.	sss	0.05	.	sss	0.08	.
sss_cruise	0.01	.	vgosa	0.03	.	sss_cruise	0.04	.
sss	0.01	.	sss_cruise	0.01	.	wind_stress	0.03	.
AOU_WOA_clim	.	.	AOU_WOA_clim	.	.	AOU_WOA_clim	.	.
o2sat_WOA_clim	.	.	density_WOA_clim	.	.	density_WOA_clim	.	.
oxygen_WOA_clim	.	.	o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.
salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.
conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.	salinity_WOA_clim	.	.
nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.
phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.
silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.
sst_cruise	.	.	silicate_WOA_clim	.	.	silicate_WOA_clim	.	.
Si	.	.	sst_cruise	.	.	sst_cruise	.	.
NO3	.	.	Si	.	.	Si	.	.
CHL	.	.	NO3	.	.	NO3	.	.
PHYC	.	.	CHL	.	.	CHL	.	.
PO4	.	.	PHYC	.	.	PHYC	.	.
O2	.	.	PO4	.	.	PO4	.	.
sst	.	.	O2	.	.	O2	.	.
PP	.	.	sst	.	.	sst	.	.
wind_stress	.	.	PP	.	.	PP	.	.
eastward_wind	.	.	eastward_wind	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.

KM1508 small

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.92	0.046	par_3	0.81	0.011	par_3	0.79	0.004
par_6	0.88	0.057	par_6	0.8	0.027	par_6	0.73	0.005
par_9	0.81	0.043	par	0.79	0.023	par	0.49	0.002
par	0.74	0.028	par_9	0.74	0.03	par_9	0.48	0.002
par_12	0.66	.	vgos	0.41	.	sla	0.47	-0.003
sla	0.62	-0.028	sla	0.38	.	par_12	0.41	.
vgosa	0.48	-0.003	par_12	0.3	.	wind_speed	0.4	.
ugosa	0.46	-0.027	ugosa	0.23	.	northward_wind	0.38	.
northward_wind	0.46	-0.009	ugos	0.16	.	surface_downward_northward_stress	0.29	0.003
Fe	0.42	0.003	northward_wind	0.15	.	ugos	0.27	.
sss_cruise	0.26	.	Fe	0.13	.	vgosa	0.21	.
vgos	0.24	-0.036	wind_speed	0.13	.	sss	0.21	.
sss	0.19	.	sss_cruise	0.11	.	sss_cruise	0.19	0.002
wind_speed	0.13	.	surface_downward_northward_stress	0.11	0.001	Fe	0.17	.
surface_downward_northward_stress	0.12	.	sss	0.06	.	vgos	0.14	.
density_WOA_clim	0.11	.	wind_stress	0.04	.	ugosa	0.09	.
ugos	0.11	.	vgosa	0.03	.	density_WOA_clim	0.03	.
wind_stress	0.07	.	density_WOA_clim	0.02	.	sst_cruise	0.03	.
sst_cruise	0.05	.	sst_cruise	0.02	.	wind_stress	0.02	.
O2	0.03	.	eastward_wind	0.01	.	eastward_wind	0.02	.
eastward_wind	0.02	.	AOU_WOA_clim	.	.	AOU_WOA_clim	.	.
AOU_WOA_clim	0.01	.	o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.
o2sat_WOA_clim	0.01	.	oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.
sst	0.01	.	salinity_WOA_clim	.	.	salinity_WOA_clim	.	.
oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.
salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.
conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.
nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.	silicate_WOA_clim	.	.
phosphate_WOA_clim	.	.	Si	.	.	Si	.	.
silicate_WOA_clim	.	.	NO3	.	.	NO3	.	.
Si	.	.	CHL	.	.	CHL	.	.
NO3	.	.	PHYC	.	.	PHYC	.	.
CHL	.	.	PO4	.	.	PO4	.	.
PHYC	.	.	O2	.	.	O2	.	.
PO4	.	.	sst	.	.	sst	.	.
PP	.	.	PP	.	.	PP	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.

KM1508 pro1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	1	0.082	par	0.99	-0.026	par_6	0.88	0.004
par_6	1	0.157	par_9	0.97	0.061	par_3	0.77	0.007
par_9	1	0.096	vgos	0.91	-0.065	par	0.7	0.007
par	0.99	0.115	ugos	0.9	-0.04	northward_wind	0.69	.
vgosa	0.97	-0.085	par_12	0.84	-0.008	par_12	0.68	0.002
par_12	0.95	0.028	par_3	0.83	.	sla	0.58	.
northward_wind	0.84	-0.029	sss	0.83	-0.097	par_9	0.56	0.002
sss	0.8	0.134	sss_cruise	0.67	.	wind_speed	0.5	.
sla	0.79	-0.052	par_6	0.65	0.032	sss	0.48	0.004
ugosa	0.69	-0.063	northward_wind	0.54	0.009	sss_cruise	0.47	.
Fe	0.66	0.039	sla	0.52	.	ugos	0.44	0.004
density_WOA_clim	0.5	-0.027	Fe	0.43	.	vgosa	0.42	.
ugos	0.49	.	surface_downward_northward_stress	0.24	.	vgos	0.28	.
sss_cruise	0.43	.	wind_speed	0.15	.	Fe	0.25	.
sst_cruise	0.32	.	wind_stress	0.13	.	surface_downward_northward_stress	0.25	0.005
surface_downward_northward_stress	0.28	.	density_WOA_clim	0.11	.	ugosa	0.21	.
wind_speed	0.23	.	eastward_wind	0.11	.	wind_stress	0.1	.
eastward_wind	0.16	.	vgosa	0.1	.	sst_cruise	0.06	.
wind_stress	0.15	.	o2sat_WOA_clim	0.07	.	density_WOA_clim	0.05	.
O2	0.07	.	AOU_WOA_clim	0.04	.	eastward_wind	0.04	.
vgos	0.07	.	ugosa	0.03	.	AOU_WOA_clim	.	.
sst	0.05	.	sst	0.02	.	o2sat_WOA_clim	.	.
o2sat_WOA_clim	0.04	.	sst_cruise	0.01	.	oxygen_WOA_clim	.	.
AOU_WOA_clim	0.01	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
conductivity_WOA_clim	0.01	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
silicate_WOA_clim	0.01	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
PP	0.01	.	nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.
oxygen_WOA_clim	.	.	phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.
salinity_WOA_clim	.	.	silicate_WOA_clim	.	.	Si	.	.
nitrate_WOA_clim	.	.	Si	.	.	NO3	.	.
phosphate_WOA_clim	.	.	NO3	.	.	CHL	.	.
Si	.	.	CHL	.	.	PHYC	.	.
NO3	.	.	PHYC	.	.	PO4	.	.
CHL	.	.	PO4	.	.	O2	.	.
PHYC	.	.	O2	.	.	sst	.	.
PO4	.	.	PP	.	.	PP	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.

KM1512 pico4_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.61	-0.021	par_6	0.48	-0.053	par	0.75	0.002
par_9	0.6	.	par	0.42	0.064	Fe	0.53	.
par	0.46	.	par_3	0.41	.	par_3	0.51	.
par_3	0.37	-0.004	par_9	0.39	-0.01	par_12	0.48	.
par_12	0.36	0.017	par_12	0.37	.	par_6	0.45	.
Fe	0.25	-0.012	Fe	0.33	.	northward_wind	0.41	.
ugos	0.23	.	ugos	0.25	.	par_9	0.4	.
northward_wind	0.23	.	vgos	0.2	.	vgos	0.37	.
sss	0.18	.	northward_wind	0.16	.	wind_speed	0.25	.
vgosa	0.17	.	sss	0.15	.	ugos	0.19	.
wind_speed	0.15	.	PO4	0.12	.	vgosa	0.09	.
sla	0.14	.	wind_speed	0.12	.	sss	0.08	.
vgos	0.12	.	sla	0.11	.	o2sat_WOA_clim	0.07	.
o2sat_WOA_clim	0.1	.	o2sat_WOA_clim	0.1	.	density_WOA_clim	0.05	.
ugosa	0.1	.	vgosa	0.09	.	sss_cruise	0.05	.
wind_stress	0.1	.	wind_stress	0.07	.	ugosa	0.05	.
density_WOA_clim	0.05	.	eastward_wind	0.07	.	surface_downward_northward_stress	0.05	.
sst_cruise	0.05	.	ugosa	0.06	.	sla	0.03	.
PO4	0.05	.	sst_cruise	0.05	.	sst_cruise	0.02	.
O2	0.04	.	phosphate_WOA_clim	0.04	.	O2	0.01	.
sst	0.04	.	surface_downward_northward_stress	0.03	.	eastward_wind	0.01	.
eastward_wind	0.04	.	salinity_WOA_clim	0.02	.	AOU_WOA_clim	.	.
phosphate_WOA_clim	0.03	.	O2	0.02	.	oxygen_WOA_clim	.	.
salinity_WOA_clim	0.02	.	sss_cruise	0.01	.	salinity_WOA_clim	.	.
sss_cruise	0.01	.	sst	0.01	.	conductivity_WOA_clim	.	.
surface_downward_northward_stress	0.01	.	surface_downward_eastward_stress	0.01	.	nitrate_WOA_clim	.	.
AOU_WOA_clim	.	.	AOU_WOA_clim	.	.	phosphate_WOA_clim	.	.
oxygen_WOA_clim	.	.	density_WOA_clim	.	.	silicate_WOA_clim	.	.
conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.	Si	.	.
nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.	NO3	.	.
silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.	CHL	.	.
Si	.	.	silicate_WOA_clim	.	.	PHYC	.	.
NO3	.	.	Si	.	.	PO4	.	.
CHL	.	.	NO3	.	.	sst	.	.
PHYC	.	.	CHL	.	.	PP	.	.
PP	.	.	PHYC	.	.	wind_stress	.	.
surface_downward_eastward_stress	.	.	PP	.	.	surface_downward_eastward_stress	.	.

KM1512 rest1_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_9	0.43	0.003	par_3	0.39	-0.015	par_6	0.45	-0.013
Fe	0.39	.	par_9	0.38	0.017	par_9	0.35	.
vgos	0.32	0.003	par	0.34	.	Fe	0.34	.
northward_wind	0.31	0.004	par_12	0.3	.	par	0.31	.
par	0.27	.	par_6	0.26	.	par_3	0.27	.
par_6	0.27	.	Fe	0.26	.	par_12	0.26	.
par_12	0.26	.	vgos	0.2	.	vgos	0.23	.
par_3	0.24	.	northward_wind	0.16	.	northward_wind	0.17	.
vgosa	0.14	.	ugos	0.11	.	ugos	0.16	.
wind_speed	0.14	.	wind_speed	0.09	.	vgosa	0.11	.
ugos	0.08	.	vgosa	0.07	.	wind_speed	0.08	.
density_WOA_clim	0.07	.	sla	0.03	.	sla	0.07	.
sla	0.07	.	o2sat_WOA_clim	0.02	.	sss	0.05	.
wind_stress	0.07	.	density_WOA_clim	0.01	.	density_WOA_clim	0.04	.
o2sat_WOA_clim	0.04	.	ugosa	0.01	.	o2sat_WOA_clim	0.04	.
PO4	0.04	.	sss	0.01	.	PO4	0.03	.
Si	0.02	.	AOU_WOA_clim	.	.	ugosa	0.03	.
sss	0.01	.	oxygen_WOA_clim	.	.	Si	0.02	.
AOU_WOA_clim	.	.	salinity_WOA_clim	.	.	AOU_WOA_clim	0.01	.
oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.	wind_stress	0.01	.
salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.	oxygen_WOA_clim	.	.
conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.	salinity_WOA_clim	.	.
nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.	conductivity_WOA_clim	.	.
phosphate_WOA_clim	.	.	sss_cruise	.	.	nitrate_WOA_clim	.	.
silicate_WOA_clim	.	.	sst_cruise	.	.	phosphate_WOA_clim	.	.
sss_cruise	.	.	Si	.	.	silicate_WOA_clim	.	.
sst_cruise	.	.	NO3	.	.	sss_cruise	.	.
NO3	.	.	CHL	.	.	sst_cruise	.	.
CHL	.	.	PHYC	.	.	NO3	.	.
PHYC	.	.	PO4	.	.	CHL	.	.
O2	.	.	O2	.	.	PHYC	.	.
sst	.	.	sst	.	.	O2	.	.
PP	.	.	PP	.	.	sst	.	.
ugosa	.	.	wind_stress	.	.	PP	.	.
eastward_wind	.	.	eastward_wind	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.

KM1512 croco

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_9	0.86	0.247	par_3	0.76	-0.125	par_9	0.84	-0.264
par_3	0.7	0.15	par_6	0.7	-0.1	par	0.73	0.085
par_6	0.66	0.113	par_9	0.62	-0.073	par_3	0.68	0.081
par_12	0.64	0.104	par_12	0.53	-0.034	northward_wind	0.46	-0.028
par	0.57	-0.019	par	0.51	0.036	vgos	0.45	0.077
Fe	0.47	-0.038	Fe	0.5	0.062	par_12	0.37	.
northward_wind	0.43	.	northward_wind	0.46	.	wind_speed	0.28	.
o2sat_WOA_clim	0.35	.	ugos	0.43	0.005	Fe	0.26	.
ugos	0.35	.	vgosa	0.25	.	par_6	0.24	.
sss	0.32	-0.137	o2sat_WOA_clim	0.21	.	vgosa	0.24	.
wind_speed	0.29	.	sss	0.2	.	ugos	0.2	.
vgos	0.18	.	vgos	0.16	.	density_WOA_clim	0.17	.
vgosa	0.16	.	wind_speed	0.1	.	o2sat_WOA_clim	0.1	.
wind_stress	0.15	0.032	wind_stress	0.08	.	wind_stress	0.05	.
sla	0.12	.	sss_cruise	0.07	.	AOU_WOA_clim	0.03	.
ugosa	0.1	.	AOU_WOA_clim	0.06	.	sss	0.03	.
density_WOA_clim	0.08	.	density_WOA_clim	0.05	.	Si	0.02	.
AOU_WOA_clim	0.05	.	sla	0.05	.	ugosa	0.02	.
phosphate_WOA_clim	0.03	.	ugosa	0.04	.	phosphate_WOA_clim	0.01	.
PO4	0.03	.	phosphate_WOA_clim	0.03	.	PO4	0.01	.
surface_downward_northward_stress	0.03	.	O2	0.03	.	O2	0.01	.
sst_cruise	0.02	.	sst	0.01	.	sst	0.01	.
sst	0.02	.	eastward_wind	0.01	.	oxygen_WOA_clim	.	.
sss_cruise	0.01	.	surface_downward_northward_stress	0.01	.	salinity_WOA_clim	.	.
Si	0.01	.	oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.
O2	0.01	.	salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.
eastward_wind	0.01	.	conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.
oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.	sss_cruise	.	.
salinity_WOA_clim	.	.	silicate_WOA_clim	.	.	sst_cruise	.	.
conductivity_WOA_clim	.	.	sst_cruise	.	.	NO3	.	.
nitrate_WOA_clim	.	.	Si	.	.	CHL	.	.
silicate_WOA_clim	.	.	NO3	.	.	PHYC	.	.
NO3	.	.	CHL	.	.	PP	.	.
CHL	.	.	PHYC	.	.	sla	.	.
PHYC	.	.	PO4	.	.	eastward_wind	.	.
PP	.	.	PP	.	.	surface_downward_eastward_stress	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_northward_stress	.	.

KM1512 rest2_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_9	0.72	0.195	par_9	0.45	0.004	northward_wind	0.69	-0.028
par	0.45	.	par_12	0.44	.	par	0.56	0.005
par_6	0.44	0.049	par_3	0.43	.	par_6	0.47	.
par_3	0.34	.	northward_wind	0.42	-0.014	par_9	0.47	0.001
Fe	0.28	.	par_6	0.4	.	par_3	0.4	0.007
par_12	0.22	.	par	0.32	.	Fe	0.35	.
northward_wind	0.22	.	ugos	0.24	0.001	par_12	0.31	.
vgosa	0.21	.	Fe	0.23	0.003	o2sat_WOA_clim	0.26	.
ugos	0.21	.	vgos	0.14	.	ugos	0.22	.
sss	0.2	.	wind_speed	0.1	.	vgos	0.21	.
vgos	0.16	.	vgosa	0.06	.	vgosa	0.1	.
o2sat_WOA_clim	0.1	.	o2sat_WOA_clim	0.05	.	wind_speed	0.1	.
sla	0.1	.	sla	0.03	.	sla	0.08	.
wind_speed	0.09	.	sss	0.03	.	sss	0.07	.
PO4	0.06	.	ugosa	0.02	.	density_WOA_clim	0.04	.
surface_downward_northward_stress	0.06	.	O2	0.01	.	surface_downward_northward_stress	0.03	.
sst_cruise	0.05	.	wind_stress	0.01	.	sss_cruise	0.02	.
ugosa	0.05	.	eastward_wind	0.01	.	phosphate_WOA_clim	0.01	.
wind_stress	0.05	.	surface_downward_northward_stress	0.01	.	sst_cruise	0.01	.
density_WOA_clim	0.04	.	AOU_WOA_clim	.	.	PO4	0.01	.
sst	0.03	.	density_WOA_clim	.	.	ugosa	0.01	.
sss_cruise	0.02	.	oxygen_WOA_clim	.	.	AOU_WOA_clim	.	.
O2	0.01	.	salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.
eastward_wind	0.01	.	conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.
AOU_WOA_clim	.	.	nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.
oxygen_WOA_clim	.	.	phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.
salinity_WOA_clim	.	.	silicate_WOA_clim	.	.	silicate_WOA_clim	.	.
conductivity_WOA_clim	.	.	sss_cruise	.	.	Si	.	.
nitrate_WOA_clim	.	.	sst_cruise	.	.	NO3	.	.
phosphate_WOA_clim	.	.	Si	.	.	CHL	.	.
silicate_WOA_clim	.	.	NO3	.	.	PHYC	.	.
Si	.	.	CHL	.	.	O2	.	.
NO3	.	.	PHYC	.	.	sst	.	.
CHL	.	.	PO4	.	.	PP	.	.
PHYC	.	.	sst	.	.	wind_stress	.	.
PP	.	.	PP	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.

KM1512 bg

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_9	0.67	0.075	ugos	0.54	.	par_9	0.51	.
Fe	0.4	-0.023	par	0.44	-0.005	par_12	0.41	-0.088
par_12	0.35	0.059	par_6	0.43	0.019	ugos	0.34	0.113
par	0.34	-0.005	par_3	0.4	.	northward_wind	0.34	-0.032
ugos	0.33	-0.053	par_12	0.35	.	par_6	0.33	0.001
par_6	0.28	.	northward_wind	0.29	.	par	0.29	.
par_3	0.23	.	par_9	0.23	.	Fe	0.22	.
northward_wind	0.18	.	Fe	0.19	.	par_3	0.2	.
vgosa	0.12	.	vgosa	0.17	.	vgosa	0.18	.
vgos	0.11	.	vgos	0.09	.	vgos	0.11	.
sss	0.09	.	wind_speed	0.06	.	o2sat_WOA_clim	0.08	.
wind_speed	0.06	.	o2sat_WOA_clim	0.05	.	wind_speed	0.05	.
o2sat_WOA_clim	0.05	.	sla	0.04	.	density_WOA_clim	0.04	.
sla	0.04	.	AOU_WOA_clim	0.03	.	sla	0.02	.
wind_stress	0.03	.	density_WOA_clim	0.03	.	wind_stress	0.01	.
density_WOA_clim	0.02	.	ugosa	0.02	.	AOU_WOA_clim	.	.
sst_cruise	0.02	.	sss_cruise	0.01	.	oxygen_WOA_clim	.	.
O2	0.02	.	O2	0.01	.	salinity_WOA_clim	.	.
AOU_WOA_clim	0.01	.	wind_stress	0.01	.	conductivity_WOA_clim	.	.
sss_cruise	0.01	.	oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.
PO4	0.01	.	salinity_WOA_clim	.	.	phosphate_WOA_clim	.	.
sst	0.01	.	conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.
ugosa	0.01	.	nitrate_WOA_clim	.	.	sss_cruise	.	.
surface_downward_northward_stress	0.01	.	phosphate_WOA_clim	.	.	sst_cruise	.	.
oxygen_WOA_clim	.	.	silicate_WOA_clim	.	.	Si	.	.
salinity_WOA_clim	.	.	sst_cruise	.	.	NO3	.	.
conductivity_WOA_clim	.	.	Si	.	.	CHL	.	.
nitrate_WOA_clim	.	.	NO3	.	.	PHYC	.	.
phosphate_WOA_clim	.	.	CHL	.	.	PO4	.	.
silicate_WOA_clim	.	.	PHYC	.	.	O2	.	.
Si	.	.	PO4	.	.	sst	.	.
NO3	.	.	sst	.	.	PP	.	.
CHL	.	.	PP	.	.	ugosa	.	.
PHYC	.	.	eastward_wind	.	.	eastward_wind	.	.
PP	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
eastward_wind	.	.	surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.
surface_downward_eastward_stress	.	.	sss	.	.	sss	.	.

KM1512 bead

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_9	0.4	.	par	0.37	0.021	par_9	0.47	.
Fe	0.29	.	par_6	0.34	.	par	0.34	-0.002
ugos	0.27	.	par_12	0.29	.	par_6	0.31	.
par_12	0.25	.	par_3	0.27	0.001	ugos	0.26	.
par_6	0.23	.	ugos	0.27	.	par_12	0.25	.
par_3	0.18	.	Fe	0.23	.	Fe	0.23	.
par	0.17	.	northward_wind	0.19	-0.007	northward_wind	0.23	0.02
northward_wind	0.14	.	par_9	0.17	.	par_3	0.16	.
vgosa	0.1	.	vgos	0.12	.	vgos	0.14	.
vgos	0.09	.	vgosa	0.07	.	vgosa	0.1	.
density_WOA_clim	0.05	.	wind_speed	0.07	.	wind_speed	0.05	.
wind_stress	0.03	.	sla	0.06	.	sla	0.02	.
wind_speed	0.03	.	density_WOA_clim	0.04	.	wind_stress	0.02	.
o2sat_WOA_clim	0.02	.	sss	0.04	.	density_WOA_clim	0.01	.
sla	0.01	.	wind_stress	0.03	.	o2sat_WOA_clim	0.01	.
sss	0.01	.	sst_cruise	0.02	.	sss	0.01	.
AOU_WOA_clim	.	.	O2	0.02	.	AOU_WOA_clim	.	.
oxygen_WOA_clim	.	.	AOU_WOA_clim	0.01	.	oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.	o2sat_WOA_clim	0.01	.	salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.	Si	0.01	.	conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.	PO4	0.01	.	nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.	eastward_wind	0.01	.	phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.	surface_downward_northward_stress	0.01	.	silicate_WOA_clim	.	.
sss_cruise	.	.	oxygen_WOA_clim	.	.	sss_cruise	.	.
sst_cruise	.	.	salinity_WOA_clim	.	.	sst_cruise	.	.
Si	.	.	conductivity_WOA_clim	.	.	Si	.	.
NO3	.	.	nitrate_WOA_clim	.	.	NO3	.	.
CHL	.	.	phosphate_WOA_clim	.	.	CHL	.	.
PHYC	.	.	silicate_WOA_clim	.	.	PHYC	.	.
PO4	.	.	sss_cruise	.	.	PO4	.	.
O2	.	.	NO3	.	.	O2	.	.
sst	.	.	CHL	.	.	sst	.	.
PP	.	.	PHYC	.	.	PP	.	.
ugosa	.	.	sst	.	.	ugosa	.	.
eastward_wind	.	.	PP	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	ugosa	.	.	surface_downward_eastward_stress	.	.
surface_downward_northward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_northward_stress	.	.

KM1512 pico1_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_9	0.9	0.187	par	0.78	-0.049	par	0.95	0.109
par_6	0.87	0.118	par_6	0.58	0.015	par_3	0.84	0.056
par_3	0.83	0.237	par_3	0.55	-0.002	Fe	0.84	-0.076
par_12	0.53	0.082	par_12	0.55	-0.028	par_12	0.8	-0.03
Fe	0.5	-0.075	par_9	0.54	0.004	northward_wind	0.66	-0.103
ugos	0.48	-0.09	Fe	0.51	.	vgos	0.6	0.03
northward_wind	0.46	0.097	vgos	0.41	.	par_6	0.54	.
vgosa	0.45	0.048	ugos	0.36	.	par_9	0.53	0.014
par	0.44	.	northward_wind	0.36	.	wind_speed	0.52	-0.125
sss	0.42	-0.378	wind_speed	0.32	0.035	ugos	0.32	.
o2sat_WOA_clim	0.35	-0.06	sla	0.27	0.028	o2sat_WOA_clim	0.26	0.007
sla	0.34	-0.253	o2sat_WOA_clim	0.19	.	vgosa	0.19	.
wind_speed	0.22	.	ugosa	0.16	0.01	sla	0.12	.
vgos	0.18	.	eastward_wind	0.13	.	sss	0.12	.
phosphate_WOA_clim	0.15	.	sss	0.12	.	density_WOA_clim	0.09	.
ugosa	0.15	.	surface_downward_northward_stress	0.11	.	sss_cruise	0.07	.
PO4	0.12	.	sst_cruise	0.1	.	ugosa	0.06	.
O2	0.11	.	O2	0.08	.	surface_downward_northward_stress	0.06	.
surface_downward_northward_stress	0.1	.	vgosa	0.07	.	sst_cruise	0.03	.
wind_stress	0.08	.	PO4	0.06	.	sst	0.02	.
density_WOA_clim	0.06	.	sss_cruise	0.05	.	eastward_wind	0.02	.
sst_cruise	0.06	.	wind_stress	0.03	.	AOU_WOA_clim	0.01	.
eastward_wind	0.06	.	AOU_WOA_clim	0.02	.	phosphate_WOA_clim	0.01	.
sst	0.03	.	density_WOA_clim	0.02	.	O2	0.01	.
sss_cruise	0.02	.	salinity_WOA_clim	0.02	.	oxygen_WOA_clim	.	.
AOU_WOA_clim	0.01	.	phosphate_WOA_clim	0.02	.	salinity_WOA_clim	.	.
salinity_WOA_clim	0.01	.	sst	0.02	.	conductivity_WOA_clim	.	.
surface_downward_eastward_stress	0.01	.	surface_downward_eastward_stress	0.02	.	nitrate_WOA_clim	.	.
oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.	silicate_WOA_clim	.	.
conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.	Si	.	.
nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.	NO3	.	.
silicate_WOA_clim	.	.	silicate_WOA_clim	.	.	CHL	.	.
Si	.	.	Si	.	.	PHYC	.	.
NO3	.	.	NO3	.	.	PO4	.	.
CHL	.	.	CHL	.	.	PP	.	.
PHYC	.	.	PHYC	.	.	wind_stress	.	.
PP	.	.	PP	.	.	surface_downward_eastward_stress	.	.

KM1512 pico2_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.77	0.054	par_12	0.7	-0.042	par	0.77	0.07
par_3	0.61	0.008	par_9	0.66	-0.043	par_6	0.52	-0.007
par_9	0.6	.	par_3	0.6	-0.034	par_9	0.51	.
par_12	0.55	.	Fe	0.59	0.027	Fe	0.51	-0.033
Fe	0.46	-0.009	par	0.54	.	par_12	0.45	0.029
par	0.41	.	par_6	0.52	-0.002	vgos	0.43	0.055
northward_wind	0.37	0.002	ugos	0.35	.	par_3	0.41	0.018
ugos	0.36	-0.01	wind_speed	0.3	0.031	northward_wind	0.38	.
vgosa	0.35	.	vgos	0.29	.	ugos	0.34	.
sla	0.28	.	northward_wind	0.29	-0.002	wind_speed	0.34	.
vgos	0.2	0.026	o2sat_WOA_clim	0.2	.	sss	0.17	.
ugosa	0.2	.	vgosa	0.18	.	o2sat_WOA_clim	0.15	.
sss	0.16	.	sss	0.17	.	vgosa	0.13	.
wind_speed	0.15	.	sla	0.16	.	density_WOA_clim	0.1	.
o2sat_WOA_clim	0.14	.	ugosa	0.14	.	sla	0.09	.
O2	0.07	.	sst_cruise	0.09	.	surface_downward_northward_stress	0.05	.
wind_stress	0.06	.	PO4	0.07	.	sst_cruise	0.03	.
density_WOA_clim	0.04	.	sss_cruise	0.06	.	sss_cruise	0.02	.
sss_cruise	0.04	.	eastward_wind	0.06	.	ugosa	0.02	.
sst_cruise	0.03	.	surface_downward_northward_stress	0.06	.	eastward_wind	0.02	.
sst	0.03	.	phosphate_WOA_clim	0.04	.	AOU_WOA_clim	0.01	.
PO4	0.02	.	O2	0.04	.	PO4	0.01	.
surface_downward_northward_stress	0.02	.	wind_stress	0.04	.	sst	0.01	.
AOU_WOA_clim	0.01	.	density_WOA_clim	0.03	.	wind_stress	0.01	.
salinity_WOA_clim	0.01	.	AOU_WOA_clim	0.01	.	oxygen_WOA_clim	.	.
phosphate_WOA_clim	0.01	.	salinity_WOA_clim	0.01	.	salinity_WOA_clim	.	.
eastward_wind	0.01	.	sst	0.01	.	conductivity_WOA_clim	.	.
oxygen_WOA_clim	.	.	surface_downward_eastward_stress	0.01	.	nitrate_WOA_clim	.	.
conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.	phosphate_WOA_clim	.	.
nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.	Si	.	.
Si	.	.	silicate_WOA_clim	.	.	NO3	.	.
NO3	.	.	Si	.	.	CHL	.	.
CHL	.	.	NO3	.	.	PHYC	.	.
PHYC	.	.	CHL	.	.	O2	.	.
PP	.	.	PHYC	.	.	PP	.	.
surface_downward_eastward_stress	.	.	PP	.	.	surface_downward_eastward_stress	.	.

KM1512 small

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.89	0.031	northward_wind	0.74	-0.03	par_6	0.71	0.002
par_9	0.88	0.075	par_6	0.73	0.021	par_3	0.66	.
par_3	0.87	0.025	par_12	0.62	-0.014	Fe	0.65	0.002
par	0.68	.	par_9	0.6	0.003	northward_wind	0.54	-0.006
Fe	0.65	0.03	Fe	0.51	.	par	0.51	0.002
northward_wind	0.61	-0.071	par_3	0.41	0.007	par_12	0.49	.
sss	0.59	-0.022	par	0.4	0.007	o2sat_WOA_clim	0.46	.
par_12	0.49	0.003	vgos	0.35	0.006	par_9	0.46	.
sla	0.47	.	o2sat_WOA_clim	0.21	.	ugos	0.43	.
ugos	0.39	-0.009	ugos	0.16	.	vgos	0.27	.
vgos	0.34	.	sla	0.08	.	sla	0.26	.
wind_speed	0.33	.	ugosa	0.07	.	sss	0.22	.
o2sat_WOA_clim	0.26	.	wind_speed	0.07	.	wind_speed	0.21	.
vgosa	0.26	.	surface_downward_northward_stress	0.06	.	vgosa	0.18	.
sst_cruise	0.2	.	sss	0.05	.	surface_downward_northward_stress	0.14	.
ugosa	0.18	.	vgosa	0.04	.	density_WOA_clim	0.12	.
surface_downward_northward_stress	0.15	.	eastward_wind	0.03	.	PO4	0.08	.
sss_cruise	0.12	.	sss_cruise	0.02	.	wind_stress	0.06	.
density_WOA_clim	0.04	.	sst_cruise	0.02	.	sss_cruise	0.05	.
PO4	0.04	.	wind_stress	0.02	.	ugosa	0.05	.
sst	0.04	.	AOU_WOA_clim	0.01	.	sst_cruise	0.04	.
wind_stress	0.04	.	density_WOA_clim	0.01	.	eastward_wind	0.03	.
phosphate_WOA_clim	0.03	.	Si	0.01	.	phosphate_WOA_clim	0.01	.
eastward_wind	0.02	.	O2	0.01	.	AOU_WOA_clim	.	.
salinity_WOA_clim	0.01	.	oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.
Si	0.01	.	salinity_WOA_clim	.	.	salinity_WOA_clim	.	.
O2	0.01	.	conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.
AOU_WOA_clim	.	.	nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.
oxygen_WOA_clim	.	.	phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.
conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.	Si	.	.
nitrate_WOA_clim	.	.	NO3	.	.	NO3	.	.
silicate_WOA_clim	.	.	CHL	.	.	CHL	.	.
NO3	.	.	PHYC	.	.	PHYC	.	.
CHL	.	.	PO4	.	.	O2	.	.
PHYC	.	.	sst	.	.	sst	.	.
PP	.	.	PP	.	.	PP	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.

KM1512 pro1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	1	0.103	par	0.97	-0.058	par	0.76	0.002
par_6	1	0.107	par_3	0.9	-0.047	par_3	0.69	-0.003
par_9	0.96	0.15	par_9	0.88	0.044	Fe	0.69	0.005
par	0.93	0.051	par_12	0.8	-0.042	northward_wind	0.69	-0.008
par_12	0.9	-0.076	northward_wind	0.8	-0.106	o2sat_WOA_clim	0.65	0.017
sss	0.86	-1.023	Fe	0.79	-0.058	par_6	0.6	.
Fe	0.82	-0.15	par_6	0.74	0.004	par_12	0.56	.
o2sat_WOA_clim	0.75	-0.072	o2sat_WOA_clim	0.66	-0.152	par_9	0.55	0.002
sla	0.75	-0.337	ugos	0.43	.	ugos	0.49	-0.002
ugos	0.7	0.027	vgos	0.4	0.01	vgos	0.42	.
wind_speed	0.66	0.095	wind_speed	0.33	.	sla	0.36	0.007
northward_wind	0.54	.	sla	0.29	.	wind_speed	0.3	0
surface_downward_northward_stress	0.47	0.195	ugosa	0.21	0.044	density_WOA_clim	0.28	0.013
vgos	0.46	0.015	sss	0.2	.	sss_cruise	0.25	.
sst_cruise	0.44	0.879	vgosa	0.18	.	surface_downward_northward_stress	0.24	-0.002
ugosa	0.42	-0.03	sss_cruise	0.12	.	vgosa	0.23	.
sss_cruise	0.41	.	O2	0.1	.	sss	0.18	.
vgosa	0.38	.	surface_downward_northward_stress	0.1	.	PO4	0.1	.
PO4	0.35	.	wind_stress	0.07	.	wind_stress	0.1	.
sst	0.23	.	density_WOA_clim	0.06	.	ugosa	0.09	.
density_WOA_clim	0.17	.	AOU_WOA_clim	0.05	.	sst_cruise	0.08	.
phosphate_WOA_clim	0.12	.	PO4	0.05	.	eastward_wind	0.04	.
wind_stress	0.09	.	sst_cruise	0.03	.	O2	0.03	.
eastward_wind	0.09	.	eastward_wind	0.03	.	surface_downward_eastward_stress	0.03	.
O2	0.07	.	salinity_WOA_clim	0.02	.	phosphate_WOA_clim	0.02	.
salinity_WOA_clim	0.03	.	sst	0.02	.	sst	0.01	.
Si	0.01	.	Si	0.01	.	AOU_WOA_clim	.	.
AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.
silicate_WOA_clim	.	.	silicate_WOA_clim	.	.	silicate_WOA_clim	.	.
NO3	.	.	NO3	.	.	Si	.	.
CHL	.	.	CHL	.	.	NO3	.	.
PHYC	.	.	PHYC	.	.	CHL	.	.
PP	.	.	PP	.	.	PHYC	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	PP	.	.

KOK1515 rest1_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.899	-0.073	par	0.586	-0.055	par_3	0.747	-0.068
Fe	0.828	0.115	par_6	0.535	0.099	Fe	0.616	-0.063
par_12	0.636	.	par_12	0.414	0.024	par_6	0.535	-0.002
par_9	0.586	.	par_9	0.364	.	par_12	0.414	.
par_6	0.535	-0.017	par_3	0.263	.	par	0.384	.
par	0.475	-0.009	Fe	0.263	.	par_9	0.232	.
sla	0.162	.	sla	0.131	.	vgosa	0.152	.
ugosa	0.121	.	ugosa	0.101	.	ugosa	0.152	.
vgos	0.111	-0.018	vgosa	0.061	.	vgos	0.121	.
sss_cruise	0.081	.	density_WOA_clim	0.01	.	sla	0.051	.
density_WOA_clim	0.051	.	sss_cruise	0.01	.	sss	0.03	.
AOU_WOA_clim	0.03	.	vgos	0.01	.	density_WOA_clim	0.02	.
o2sat_WOA_clim	0.03	.	sss	0.01	.	AOU_WOA_clim	0.01	.
vgosa	0.03	.	Si	.	.	o2sat_WOA_clim	0.01	.
sss	0.02	.	NO3	.	.	sss_cruise	0.01	.
ugos	0.01	.	CHL	.	.	Si	.	.
Si	.	.	PHYC	.	.	NO3	.	.
NO3	.	.	PO4	.	.	CHL	.	.
CHL	.	.	O2	.	.	PHYC	.	.
PHYC	.	.	AOU_WOA_clim	.	.	PO4	.	.
PO4	.	.	o2sat_WOA_clim	.	.	O2	.	.
O2	.	.	oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.
phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	sst_cruise	.	.	sst_cruise	.	.
sst_cruise	.	.	sst	.	.	sst	.	.
sst	.	.	PP	.	.	PP	.	.
PP	.	.	ugos	.	.	ugos	.	.

KOK1515 pico2_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_9	0.96	0.118	par	0.899	-0.071	Fe	0.929	-0.086
par_12	0.929	0.129	par_12	0.879	-0.054	par	0.919	0.072
sla	0.909	0.884	par_6	0.859	-0.097	par_9	0.818	0.057
par_3	0.879	0.096	Fe	0.859	-0.041	par_6	0.707	-0.032
par	0.859	0.12	par_3	0.818	-0.03	par_12	0.505	.
par_6	0.808	0.093	sla	0.758	-0.221	par_3	0.485	-0.003
Fe	0.758	.	par_9	0.747	0.04	ugosa	0.152	.
vgos	0.172	.	vgosa	0.667	-0.14	sla	0.121	.
ugosa	0.162	.	ugosa	0.212	.	sss_cruise	0.081	.
density_WOA_clim	0.111	.	sss_cruise	0.131	.	density_WOA_clim	0.061	.
vgosa	0.101	.	density_WOA_clim	0.091	.	vgos	0.061	.
sss_cruise	0.061	.	ugos	0.04	.	vgosa	0.03	.
sss	0.04	.	sss	0.04	.	o2sat_WOA_clim	0.02	.
phosphate_WOA_clim	0.01	.	AOU_WOA_clim	0.02	.	sss	0.02	.
ugos	0.01	.	o2sat_WOA_clim	0.02	.	O2	0.01	.
Si	.	.	vgos	0.02	.	AOU_WOA_clim	0.01	.
NO3	.	.	Si	.	.	Si	.	.
CHL	.	.	NO3	.	.	NO3	.	.
PHYC	.	.	CHL	.	.	CHL	.	.
PO4	.	.	PHYC	.	.	PHYC	.	.
O2	.	.	PO4	.	.	PO4	.	.
AOU_WOA_clim	.	.	O2	.	.	oxygen_WOA_clim	.	.
o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.
nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	silicate_WOA_clim	.	.	sst_cruise	.	.
sst_cruise	.	.	sst_cruise	.	.	sst	.	.
sst	.	.	sst	.	.	PP	.	.
PP	.	.	PP	.	.	ugos	.	.

KOK1515 pro2

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par	0.808	0.149	par	0.828	-0.083	Fe	0.889	0.03
par_3	0.788	0.071	Fe	0.515	-0.004	par_3	0.626	0.007
par_6	0.778	0.101	par_6	0.505	.	par_6	0.485	.
par_9	0.778	0.066	par_12	0.485	.	sla	0.485	0.026
Fe	0.758	-0.03	par_3	0.394	-0.012	par_12	0.455	.
par_12	0.556	-0.013	par_9	0.273	.	par	0.444	0.007
sla	0.414	-0.121	sla	0.273	.	par_9	0.424	0.017
vgosa	0.374	-0.046	vgosa	0.172	.	ugosa	0.232	.
ugosa	0.232	.	ugosa	0.081	.	vgos	0.141	.
vgos	0.182	.	density_WOA_clim	0.04	.	vgosa	0.091	.
o2sat_WOA_clim	0.141	.	sss	0.03	.	o2sat_WOA_clim	0.051	.
density_WOA_clim	0.101	0.302	sss_cruise	0.02	.	sss_cruise	0.051	.
sss	0.101	0.057	vgos	0.02	.	density_WOA_clim	0.04	.
phosphate_WOA_clim	0.081	.	Si	.	.	ugos	0.04	.
sss_cruise	0.071	.	NO3	.	.	sss	0.04	.
O2	0.061	.	CHL	.	.	AOU_WOA_clim	0.01	.
sst	0.061	.	PHYC	.	.	phosphate_WOA_clim	0.01	.
AOU_WOA_clim	0.03	.	PO4	.	.	Si	.	.
ugos	0.03	.	O2	.	.	NO3	.	.
sst_cruise	0.01	.	AOU_WOA_clim	.	.	CHL	.	.
Si	.	.	o2sat_WOA_clim	.	.	PHYC	.	.
NO3	.	.	oxygen_WOA_clim	.	.	PO4	.	.
CHL	.	.	salinity_WOA_clim	.	.	O2	.	.
PHYC	.	.	conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.
PO4	.	.	nitrate_WOA_clim	.	.	salinity_WOA_clim	.	.
oxygen_WOA_clim	.	.	phosphate_WOA_clim	.	.	conductivity_WOA_clim	.	.
salinity_WOA_clim	.	.	silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.
conductivity_WOA_clim	.	.	sst_cruise	.	.	silicate_WOA_clim	.	.
nitrate_WOA_clim	.	.	sst	.	.	sst_cruise	.	.
silicate_WOA_clim	.	.	PP	.	.	sst	.	.
PP	.	.	ugos	.	.	PP	.	.

KOK1515 bg2

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par	0.576	0.045	par	0.455	.	Fe	0.505	.
par_3	0.556	0.023	par_3	0.394	.	par	0.414	.
Fe	0.465	.	par_12	0.364	.	par_9	0.384	.
par_12	0.364	.	par_9	0.232	.	par_3	0.343	.
par_9	0.293	.	par_6	0.212	.	par_6	0.323	.
par_6	0.263	.	Fe	0.212	.	par_12	0.313	.
sla	0.172	.	sla	0.111	.	vgosa	0.162	.
density_WOA_clim	0.051	.	vgosa	0.061	.	sla	0.162	.
vgosa	0.051	.	density_WOA_clim	0.04	.	density_WOA_clim	0.04	.
vgos	0.051	.	vgos	0.01	.	vgos	0.03	.
sss_cruise	0.02	.	Si	.	.	ugosa	0.02	.
ugosa	0.02	.	NO3	.	.	Si	.	.
Si	.	.	CHL	.	.	NO3	.	.
NO3	.	.	PHYC	.	.	CHL	.	.
CHL	.	.	PO4	.	.	PHYC	.	.
PHYC	.	.	O2	.	.	PO4	.	.
PO4	.	.	AOU_WOA_clim	.	.	O2	.	.
O2	.	.	o2sat_WOA_clim	.	.	AOU_WOA_clim	.	.
AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.	o2sat_WOA_clim	.	.
o2sat_WOA_clim	.	.	salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.
phosphate_WOA_clim	.	.	sss_cruise	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	sst_cruise	.	.	sss_cruise	.	.
sst_cruise	.	.	sst	.	.	sst_cruise	.	.
sst	.	.	PP	.	.	sst	.	.
PP	.	.	ugosa	.	.	PP	.	.
ugos	.	.	ugos	.	.	ugos	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1515 croco

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.939	0.23	par_3	0.939	-0.088	par_9	0.929	-0.128
par_9	0.929	0.146	par_6	0.859	-0.15	par_6	0.889	-0.147
par_12	0.919	0.151	par_12	0.818	-0.101	par_3	0.838	0.138
par	0.838	0.089	par_9	0.788	-0.011	Fe	0.657	-0.103
par_6	0.828	0.093	par	0.778	-0.083	par	0.606	.
sla	0.798	0.394	sla	0.747	-0.496	sla	0.586	-0.25
Fe	0.384	.	Fe	0.606	-0.011	par_12	0.515	.
vgos	0.202	.	vgosa	0.212	.	vgosa	0.394	-0.015
density_WOA_clim	0.111	.	ugosa	0.081	.	sss_cruise	0.121	.
sss_cruise	0.091	.	o2sat_WOA_clim	0.03	.	ugosa	0.101	.
vgosa	0.071	.	density_WOA_clim	0.02	.	vgos	0.051	.
sst_cruise	0.02	.	sss_cruise	0.02	.	density_WOA_clim	0.04	.
ugosa	0.01	.	AOU_WOA_clim	0.01	.	o2sat_WOA_clim	0.01	.
Si	.	.	vgos	0.01	.	sst_cruise	0.01	.
NO3	.	.	sss	0.01	.	sss	0.01	.
CHL	.	.	Si	.	.	Si	.	.
PHYC	.	.	NO3	.	.	NO3	.	.
PO4	.	.	CHL	.	.	CHL	.	.
O2	.	.	PHYC	.	.	PHYC	.	.
AOU_WOA_clim	.	.	PO4	.	.	PO4	.	.
o2sat_WOA_clim	.	.	O2	.	.	O2	.	.
oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.	AOU_WOA_clim	.	.
salinity_WOA_clim	.	.	salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.
conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.
nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.
phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.
silicate_WOA_clim	.	.	silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.
sst	.	.	sst_cruise	.	.	silicate_WOA_clim	.	.
PP	.	.	sst	.	.	sst	.	.
ugos	.	.	PP	.	.	PP	.	.
sss	.	.	ugos	.	.	ugos	.	.

KOK1515 bg1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par	0.576	-0.245	par	0.485	-0.059	par_9	0.556	-0.004
par_3	0.505	-0.18	par_3	0.465	-0.103	par_6	0.434	-0.075
par_9	0.364	.	par_12	0.374	.	par_12	0.384	0.013
par_6	0.323	.	par_9	0.273	-0.01	par	0.354	-0.013
par_12	0.323	-0.012	par_6	0.182	.	Fe	0.333	-0.054
Fe	0.313	.	Fe	0.172	.	par_3	0.253	-0.024
sla	0.111	.	vgos	0.071	.	vgosa	0.182	.
vgosa	0.081	.	sla	0.071	.	sla	0.111	.
vgos	0.081	.	density_WOA_clim	0.04	.	vgos	0.04	.
density_WOA_clim	0.04	.	vgosa	0.04	.	ugosa	0.04	.
ugosa	0.04	.	ugosa	0.03	.	AOU_WOA_clim	0.03	.
o2sat_WOA_clim	0.02	.	sss	0.01	.	o2sat_WOA_clim	0.03	.
phosphate_WOA_clim	0.02	.	Si	.	.	sss_cruise	0.03	.
AOU_WOA_clim	0.01	.	NO3	.	.	Si	0.01	.
sss_cruise	0.01	.	CHL	.	.	O2	0.01	.
Si	.	.	PHYC	.	.	density_WOA_clim	0.01	.
NO3	.	.	PO4	.	.	phosphate_WOA_clim	0.01	.
CHL	.	.	O2	.	.	sst_cruise	0.01	.
PHYC	.	.	AOU_WOA_clim	.	.	sst	0.01	.
PO4	.	.	o2sat_WOA_clim	.	.	ugos	0.01	.
O2	.	.	oxygen_WOA_clim	.	.	sss	0.01	.
oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.	NO3	.	.
salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.	CHL	.	.
conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.	PHYC	.	.
nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.	PO4	.	.
silicate_WOA_clim	.	.	silicate_WOA_clim	.	.	oxygen_WOA_clim	.	.
sst_cruise	.	.	sss_cruise	.	.	salinity_WOA_clim	.	.
sst	.	.	sst_cruise	.	.	conductivity_WOA_clim	.	.
PP	.	.	sst	.	.	nitrate_WOA_clim	.	.
ugos	.	.	PP	.	.	silicate_WOA_clim	.	.
sss	.	.	ugos	.	.	PP	.	.

KOK1515 pro1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par	0.98	0.121	par	1	-0.106	par_3	0.929	0.021
par_6	0.98	0.121	par_12	0.838	-0.024	sla	0.798	-0.734
par_3	0.96	0.091	Fe	0.828	.	Fe	0.788	-0.016
par_9	0.939	0.059	sla	0.788	-0.491	par_9	0.677	0.003
par_12	0.869	-0.026	par_6	0.727	0.002	par_12	0.576	.
Fe	0.788	.	par_3	0.646	.	par	0.545	.
sla	0.727	-0.164	par_9	0.616	.	par_6	0.505	.
vgosa	0.566	-0.136	vgosa	0.475	-0.07	ugosa	0.374	.
ugosa	0.485	-0.086	ugosa	0.343	.	vgosa	0.242	.
sss_cruise	0.343	.	density_WOA_clim	0.131	.	o2sat_WOA_clim	0.131	.
density_WOA_clim	0.313	0.532	o2sat_WOA_clim	0.121	.	phosphate_WOA_clim	0.081	.
sss	0.293	.	sss_cruise	0.111	.	sss_cruise	0.081	.
o2sat_WOA_clim	0.283	.	sss	0.101	.	sss	0.071	.
phosphate_WOA_clim	0.273	.	phosphate_WOA_clim	0.071	.	vgos	0.061	.
vgos	0.253	.	AOU_WOA_clim	0.04	.	density_WOA_clim	0.051	.
ugos	0.232	.	sst	0.03	.	O2	0.02	.
O2	0.172	.	O2	0.02	.	AOU_WOA_clim	0.01	.
sst	0.141	.	sst_cruise	0.01	.	sst	0.01	.
sst_cruise	0.061	.	ugos	0.01	.	Si	.	.
AOU_WOA_clim	0.051	.	Si	.	.	NO3	.	.
Si	0.03	.	NO3	.	.	CHL	.	.
conductivity_WOA_clim	0.03	.	CHL	.	.	PHYC	.	.
silicate_WOA_clim	0.03	.	PHYC	.	.	PO4	.	.
PP	0.03	.	PO4	.	.	oxygen_WOA_clim	.	.
PO4	0.01	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
oxygen_WOA_clim	0.01	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
NO3	.	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
CHL	.	.	nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.
PHYC	.	.	silicate_WOA_clim	.	.	sst_cruise	.	.
salinity_WOA_clim	.	.	PP	.	.	PP	.	.
nitrate_WOA_clim	.	.	vgos	.	.	ugos	.	.

KOK1515 rest2_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
Fe	0.697	-0.208	par	0.758	-0.026	Fe	0.646	-0.059
par	0.535	.	par_12	0.515	0.018	par	0.343	0.001
par_12	0.374	-0.02	par_3	0.343	0	par_6	0.343	.
sla	0.374	-0.26	Fe	0.242	-0.014	par_9	0.333	.
par_3	0.364	0.031	par_6	0.202	.	sla	0.313	-0.091
par_9	0.293	.	par_9	0.182	.	par_12	0.283	.
par_6	0.253	0.027	sla	0.091	.	par_3	0.222	0.002
density_WOA_clim	0.091	.	ugosa	0.061	.	vgosa	0.071	.
vgos	0.091	.	density_WOA_clim	0.04	.	ugosa	0.071	.
ugosa	0.061	.	vgosa	0.04	.	density_WOA_clim	0.061	.
vgosa	0.04	.	vgos	0.01	.	vgos	0.03	.
o2sat_WOA_clim	0.03	.	Si	.	.	sss_cruise	0.02	.
sss_cruise	0.03	.	NO3	.	.	Si	.	.
AOU_WOA_clim	0.02	.	CHL	.	.	NO3	.	.
phosphate_WOA_clim	0.01	.	PHYC	.	.	CHL	.	.
sss	0.01	.	PO4	.	.	PHYC	.	.
Si	.	.	O2	.	.	PO4	.	.
NO3	.	.	AOU_WOA_clim	.	.	O2	.	.
CHL	.	.	o2sat_WOA_clim	.	.	AOU_WOA_clim	.	.
PHYC	.	.	oxygen_WOA_clim	.	.	o2sat_WOA_clim	.	.
PO4	.	.	salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.
O2	.	.	conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.
oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.
salinity_WOA_clim	.	.	phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.
conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.
nitrate_WOA_clim	.	.	sss_cruise	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	sst_cruise	.	.	sst_cruise	.	.
sst_cruise	.	.	sst	.	.	sst	.	.
sst	.	.	PP	.	.	PP	.	.
PP	.	.	ugos	.	.	ugos	.	.
ugos	.	.	sss	.	.	sss	.	.

KOK1515 small

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par	0.677	0.076	par	0.535	0.113	Fe	0.657	-0.006
par_6	0.596	.	par_3	0.515	.	par_3	0.485	0.008
par_3	0.586	.	par_6	0.404	0	par	0.475	-0.016
par_9	0.505	0.023	Fe	0.394	.	par_9	0.384	-0.018
Fe	0.505	.	par_12	0.354	.	par_6	0.374	.
par_12	0.444	.	par_9	0.212	.	par_12	0.364	.
sla	0.232	0.04	sla	0.121	.	sla	0.293	.
vgos	0.192	.	ugosa	0.071	.	ugosa	0.152	.
ugosa	0.071	0.035	density_WOA_clim	0.04	.	vgosa	0.111	.
o2sat_WOA_clim	0.061	.	vgosa	0.04	.	vgos	0.081	.
density_WOA_clim	0.051	.	vgos	0.02	.	density_WOA_clim	0.051	.
vgosa	0.04	.	o2sat_WOA_clim	0.01	.	sss_cruise	0.02	.
ugos	0.02	.	Si	.	.	sss	0.02	.
AOU_WOA_clim	0.01	.	NO3	.	.	o2sat_WOA_clim	0.01	.
phosphate_WOA_clim	0.01	.	CHL	.	.	sst	0.01	.
sss	0.01	.	PHYC	.	.	Si	.	.
Si	.	.	PO4	.	.	NO3	.	.
NO3	.	.	O2	.	.	CHL	.	.
CHL	.	.	AOU_WOA_clim	.	.	PHYC	.	.
PHYC	.	.	oxygen_WOA_clim	.	.	PO4	.	.
PO4	.	.	salinity_WOA_clim	.	.	O2	.	.
O2	.	.	conductivity_WOA_clim	.	.	AOU_WOA_clim	.	.
oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.	oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.	phosphate_WOA_clim	.	.	salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.	conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.	sss_cruise	.	.	nitrate_WOA_clim	.	.
silicate_WOA_clim	.	.	sst_cruise	.	.	phosphate_WOA_clim	.	.
sss_cruise	.	.	sst	.	.	silicate_WOA_clim	.	.
sst_cruise	.	.	PP	.	.	sst_cruise	.	.
sst	.	.	ugos	.	.	PP	.	.
PP	.	.	sss	.	.	ugos	.	.

KOK1515 pico1_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.677	0.073	par	0.475	-0.013	par_3	0.485	.
Fe	0.525	-0.187	par_3	0.404	-0.071	par_6	0.475	0.004
par_3	0.485	.	par_12	0.273	.	par_9	0.384	.
par_9	0.455	.	par_6	0.242	.	par	0.323	.
par	0.404	.	par_9	0.242	-0.028	par_12	0.303	.
par_12	0.283	.	Fe	0.182	.	Fe	0.263	.
sla	0.141	.	sla	0.061	.	vgosa	0.121	.
vgosa	0.081	.	vgosa	0.051	.	sla	0.071	.
vgos	0.04	.	vgos	0.03	.	ugosa	0.04	.
ugosa	0.02	.	ugosa	0.03	.	vgos	0.03	.
density_WOA_clim	0.01	.	density_WOA_clim	0.01	.	density_WOA_clim	0.01	.
sss_cruise	0.01	.	sss	0.01	.	sss_cruise	0.01	.
Si	.	.	Si	.	.	Si	.	.
NO3	.	.	NO3	.	.	NO3	.	.
CHL	.	.	CHL	.	.	CHL	.	.
PHYC	.	.	PHYC	.	.	PHYC	.	.
PO4	.	.	PO4	.	.	PO4	.	.
O2	.	.	O2	.	.	O2	.	.
AOU_WOA_clim	.	.	AOU_WOA_clim	.	.	AOU_WOA_clim	.	.
o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.	salinity_WOA_clim	.	.	salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.	silicate_WOA_clim	.	.	silicate_WOA_clim	.	.
sst_cruise	.	.	sss_cruise	.	.	sst_cruise	.	.
sst	.	.	sst_cruise	.	.	sst	.	.
PP	.	.	sst	.	.	PP	.	.
ugos	.	.	PP	.	.	ugos	.	.
sss	.	.	ugos	.	.	sss	.	.

KM1518 pico2_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.57	0.043	wind_stress	0.57	0.041	par	0.62	0.08
surface_downward_northward_stress	0.57	0.058	vgos	0.56	0.083	par_6	0.53	-0.041
ugosa	0.5	-0.082	ugosa	0.52	0.114	surface_downward_northward_stress	0.36	.
par_6	0.41	.	par	0.39	.	ugosa	0.34	.
par_9	0.35	0.021	par_3	0.35	.	par_9	0.18	.
vgos	0.23	-0.002	par_9	0.34	.	par_12	0.14	.
par_12	0.19	.	par_12	0.24	.	wind_stress	0.14	.
par	0.13	.	par_6	0.21	.	Fe	0.1	.
vgosa	0.1	.	northward_wind	0.19	.	par_3	0.09	.
wind_stress	0.09	.	vgosa	0.16	.	sla	0.05	.
sla	0.07	.	sla	0.09	.	ugos	0.05	.
Fe	0.04	.	surface_downward_northward_stress	0.06	.	vgos	0.03	.
ugos	0.04	.	Fe	0.04	.	density_WOA_clim	0.02	.
o2sat_WOA_clim	0.03	.	o2sat_WOA_clim	0.02	.	o2sat_WOA_clim	0.01	.
density_WOA_clim	0.02	.	phosphate_WOA_clim	0.02	.	phosphate_WOA_clim	0.01	.
wind_speed	0.01	.	ugos	0.02	.	vgosa	0.01	.
AOU_WOA_clim	.	.	density_WOA_clim	0.01	.	wind_speed	0.01	.
oxygen_WOA_clim	.	.	sst	0.01	.	AOU_WOA_clim	.	.
salinity_WOA_clim	.	.	AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.
conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
nitrate_WOA_clim	.	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
phosphate_WOA_clim	.	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.
sss_cruise	.	.	silicate_WOA_clim	.	.	sss_cruise	.	.
sst_cruise	.	.	sss_cruise	.	.	sst_cruise	.	.
Si	.	.	sst_cruise	.	.	Si	.	.
NO3	.	.	Si	.	.	NO3	.	.
CHL	.	.	NO3	.	.	CHL	.	.
PHYC	.	.	CHL	.	.	PHYC	.	.
PO4	.	.	PHYC	.	.	PO4	.	.
O2	.	.	PO4	.	.	O2	.	.
sst	.	.	O2	.	.	sst	.	.
PP	.	.	PP	.	.	PP	.	.
eastward_wind	.	.	eastward_wind	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
northward_wind	.	.	wind_speed	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KM1518 rest1_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
surface_downward_northward_stress	0.51	0.099	par	0.19	.	par_3	0.12	.
par	0.17	.	par_3	0.16	.	par_12	0.11	.
par_12	0.17	.	par_9	0.1	.	vgos	0.11	.
par_9	0.12	.	par_12	0.1	.	par_6	0.1	.
par_6	0.1	.	ugosa	0.08	.	surface_downward_northward_stress	0.09	.
wind_stress	0.1	.	wind_stress	0.07	.	par_9	0.08	.
par_3	0.09	.	surface_downward_northward_stress	0.06	.	ugos	0.05	.
vgos	0.09	.	par_6	0.05	.	vgosa	0.04	.
Fe	0.03	.	vgos	0.05	.	par	0.03	.
vgosa	0.03	.	ugos	0.03	.	Fe	0.03	.
ugos	0.03	.	o2sat_WOA_clim	0.02	.	wind_stress	0.03	.
o2sat_WOA_clim	0.01	.	AOU_WOA_clim	0.01	.	o2sat_WOA_clim	0.01	.
sla	0.01	.	density_WOA_clim	0.01	.	wind_speed	0.01	.
ugosa	0.01	.	Fe	0.01	.	northward_wind	0.01	.
AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.	AOU_WOA_clim	.	.
density_WOA_clim	.	.	salinity_WOA_clim	.	.	density_WOA_clim	.	.
oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.	salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.	conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.	sss_cruise	.	.	phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.	sst_cruise	.	.	silicate_WOA_clim	.	.
sss_cruise	.	.	Si	.	.	sss_cruise	.	.
sst_cruise	.	.	NO3	.	.	sst_cruise	.	.
Si	.	.	CHL	.	.	Si	.	.
NO3	.	.	PHYC	.	.	NO3	.	.
CHL	.	.	PO4	.	.	CHL	.	.
PHYC	.	.	O2	.	.	PHYC	.	.
PO4	.	.	sst	.	.	PO4	.	.
O2	.	.	PP	.	.	O2	.	.
sst	.	.	vgosa	.	.	sst	.	.
PP	.	.	sla	.	.	PP	.	.
eastward_wind	.	.	eastward_wind	.	.	sla	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	ugosa	.	.
wind_speed	.	.	wind_speed	.	.	eastward_wind	.	.
northward_wind	.	.	northward_wind	.	.	surface_downward_eastward_stress	.	.
sss	.	.	sss	.	.	sss	.	.

KM1518 syn

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.31	0.043	surface_downward_northward_stress	0.16	.	par_3	0.13	.
par_3	0.28	0.031	par_6	0.12	.	vgos	0.12	.
surface_downward_northward_stress	0.21	.	par_12	0.1	.	par_6	0.09	.
par_9	0.16	.	par	0.09	.	par_12	0.09	.
wind_stress	0.14	.	par_3	0.08	.	surface_downward_northward_stress	0.08	.
vgos	0.07	.	vgos	0.08	.	par_9	0.06	.
par_12	0.06	.	wind_stress	0.07	.	par	0.05	.
par	0.04	.	ugosa	0.05	.	Fe	0.04	.
Fe	0.02	.	Fe	0.04	.	wind_stress	0.04	.
vgosa	0.02	.	par_9	0.03	.	vgosa	0.02	.
ugos	0.02	.	density_WOA_clim	0.01	.	ugos	0.02	.
AOU_WOA_clim	0.01	.	sss_cruise	0.01	.	density_WOA_clim	0.01	.
density_WOA_clim	0.01	.	vgosa	0.01	.	sla	0.01	.
o2sat_WOA_clim	0.01	.	sla	0.01	.	ugosa	0.01	.
sla	0.01	.	ugos	0.01	.	AOU_WOA_clim	.	.
ugosa	0.01	.	wind_speed	0.01	.	o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.	northward_wind	0.01	.	oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.	AOU_WOA_clim	.	.	salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.	o2sat_WOA_clim	.	.	conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.	oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.	salinity_WOA_clim	.	.	phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.	conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.
sss_cruise	.	.	nitrate_WOA_clim	.	.	sss_cruise	.	.
sst_cruise	.	.	phosphate_WOA_clim	.	.	sst_cruise	.	.
Si	.	.	silicate_WOA_clim	.	.	Si	.	.
NO3	.	.	sst_cruise	.	.	NO3	.	.
CHL	.	.	Si	.	.	CHL	.	.
PHYC	.	.	NO3	.	.	PHYC	.	.
PO4	.	.	CHL	.	.	PO4	.	.
O2	.	.	PHYC	.	.	O2	.	.
sst	.	.	PO4	.	.	sst	.	.
PP	.	.	O2	.	.	PP	.	.
eastward_wind	.	.	sst	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	PP	.	.	surface_downward_eastward_stress	.	.
wind_speed	.	.	eastward_wind	.	.	wind_speed	.	.
northward_wind	.	.	surface_downward_eastward_stress	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KM1518 bead

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
surface_downward_northward_stress	0.43	0.098	vgos	0.36	-0.406	par_6	0.26	-0.02
vgos	0.32	0.048	par_3	0.22	.	surface_downward_northward_stress	0.22	.
wind_stress	0.28	.	par_6	0.17	.	par_9	0.21	.
par_3	0.23	.	par_9	0.14	.	par_3	0.19	.
par	0.14	.	wind_stress	0.11	.	vgos	0.18	.
par_9	0.12	.	ugos	0.09	.	wind_stress	0.09	.
Fe	0.08	.	surface_downward_northward_stress	0.07	.	par_12	0.08	.
par_6	0.07	.	par	0.06	.	par	0.06	.
par_12	0.04	.	par_12	0.06	.	ugos	0.05	.
ugosa	0.03	.	Fe	0.06	.	Fe	0.03	.
ugos	0.03	.	ugosa	0.06	.	ugosa	0.03	.
density_WOA_clim	0.02	.	vgosa	0.04	.	o2sat_WOA_clim	0.01	.
wind_speed	0.02	.	northward_wind	0.03	.	sst_cruise	0.01	.
vgosa	0.01	.	sst_cruise	0.02	.	vgosa	0.01	.
northward_wind	0.01	.	density_WOA_clim	0.01	.	surface_downward_eastward_stress	0.01	.
AOU_WOA_clim	.	.	o2sat_WOA_clim	0.01	.	AOU_WOA_clim	.	.
o2sat_WOA_clim	.	.	sst	0.01	.	density_WOA_clim	.	.
oxygen_WOA_clim	.	.	AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.
sss_cruise	.	.	silicate_WOA_clim	.	.	sss_cruise	.	.
sst_cruise	.	.	sss_cruise	.	.	Si	.	.
Si	.	.	Si	.	.	NO3	.	.
NO3	.	.	NO3	.	.	CHL	.	.
CHL	.	.	CHL	.	.	PHYC	.	.
PHYC	.	.	PHYC	.	.	PO4	.	.
PO4	.	.	PO4	.	.	O2	.	.
O2	.	.	O2	.	.	sst	.	.
sst	.	.	PP	.	.	PP	.	.
PP	.	.	sla	.	.	sla	.	.
sla	.	.	eastward_wind	.	.	eastward_wind	.	.
eastward_wind	.	.	surface_downward_eastward_stress	.	.	wind_speed	.	.
surface_downward_eastward_stress	.	.	wind_speed	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KM1518 bg2

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.35	.	par	0.31	.	surface_downward_northward_stress	0.35	.
par_6	0.35	.	par_6	0.18	.	par	0.25	.
surface_downward_northward_stress	0.35	.	surface_downward_northward_stress	0.13	.	par_3	0.21	0.003
par	0.2	.	par_12	0.12	.	par_12	0.2	.
par_9	0.18	.	wind_stress	0.11	.	par_6	0.18	.
wind_stress	0.13	.	par_9	0.09	.	wind_stress	0.13	.
Fe	0.08	.	par_3	0.08	.	par_9	0.09	.
vgos	0.07	.	ugosa	0.07	.	Fe	0.06	.
par_12	0.06	.	Fe	0.05	.	ugos	0.06	.
ugos	0.05	.	northward_wind	0.05	.	vgos	0.03	.
ugosa	0.04	.	density_WOA_clim	0.03	.	ugosa	0.03	.
density_WOA_clim	0.02	.	sss_cruise	0.02	.	sst_cruise	0.02	.
o2sat_WOA_clim	0.02	.	vgosa	0.02	.	northward_wind	0.02	.
phosphate_WOA_clim	0.02	.	vgos	0.02	.	o2sat_WOA_clim	0.01	.
vgosa	0.02	.	o2sat_WOA_clim	0.01	.	phosphate_WOA_clim	0.01	.
sss	0.02	.	sst_cruise	0.01	.	vgosa	0.01	.
sss_cruise	0.01	.	sla	0.01	.	sss	0.01	.
sst_cruise	0.01	.	ugos	0.01	.	AOU_WOA_clim	.	.
sla	0.01	.	wind_speed	0.01	.	density_WOA_clim	.	.
AOU_WOA_clim	.	.	AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.	sss_cruise	.	.
Si	.	.	silicate_WOA_clim	.	.	Si	.	.
NO3	.	.	Si	.	.	NO3	.	.
CHL	.	.	NO3	.	.	CHL	.	.
PHYC	.	.	CHL	.	.	PHYC	.	.
PO4	.	.	PHYC	.	.	PO4	.	.
O2	.	.	PO4	.	.	O2	.	.
sst	.	.	O2	.	.	sst	.	.
PP	.	.	sst	.	.	PP	.	.
eastward_wind	.	.	PP	.	.	sla	.	.
surface_downward_eastward_stress	.	.	eastward_wind	.	.	eastward_wind	.	.
wind_speed	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
northward_wind	.	.	sss	.	.	wind_speed	.	.

KM1518 small

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.5	0.044	par_6	0.31	.	surface_downward_northward_stress	0.57	0.01
par_6	0.5	0.073	par	0.3	0.015	wind_stress	0.4	-0.014
par	0.38	0.049	par_3	0.29	0.006	par_3	0.39	-0.005
par_9	0.32	0.016	par_9	0.21	.	par_6	0.37	-0.003
surface_downward_northward_stress	0.29	.	surface_downward_northward_stress	0.18	.	par	0.31	0.003
par_12	0.18	.	par_12	0.15	.	ugosa	0.24	-0.008
wind_stress	0.16	.	vgos	0.15	-0.013	par_12	0.14	.
vgos	0.15	-0.014	wind_stress	0.14	.	vgos	0.13	.
o2sat_WOA_clim	0.1	.	ugosa	0.09	.	Fe	0.11	.
Fe	0.09	.	Fe	0.08	.	par_9	0.1	.
ugos	0.09	.	vgosa	0.07	.	ugos	0.1	.
ugosa	0.08	.	ugos	0.05	.	sst_cruise	0.04	.
density_WOA_clim	0.04	.	sla	0.04	.	o2sat_WOA_clim	0.03	.
phosphate_WOA_clim	0.03	.	northward_wind	0.04	.	vgosa	0.03	.
sst_cruise	0.03	.	o2sat_WOA_clim	0.03	.	sla	0.02	.
northward_wind	0.03	.	phosphate_WOA_clim	0.02	.	sss	0.02	.
sss_cruise	0.02	.	sss_cruise	0.01	.	phosphate_WOA_clim	0.01	.
vgosa	0.02	.	sst_cruise	0.01	.	O2	0.01	.
sla	0.02	.	O2	0.01	.	surface_downward_eastward_stress	0.01	.
O2	0.01	.	sst	0.01	.	wind_speed	0.01	.
sss	0.01	.	surface_downward_eastward_stress	0.01	.	northward_wind	0.01	.
AOU_WOA_clim	.	.	AOU_WOA_clim	.	.	AOU_WOA_clim	.	.
oxygen_WOA_clim	.	.	density_WOA_clim	.	.	density_WOA_clim	.	.
salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.
conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.	salinity_WOA_clim	.	.
nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.
silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.
Si	.	.	silicate_WOA_clim	.	.	silicate_WOA_clim	.	.
NO3	.	.	Si	.	.	sss_cruise	.	.
CHL	.	.	NO3	.	.	Si	.	.
PHYC	.	.	CHL	.	.	NO3	.	.
PO4	.	.	PHYC	.	.	CHL	.	.
sst	.	.	PO4	.	.	PHYC	.	.
PP	.	.	PP	.	.	PO4	.	.
eastward_wind	.	.	eastward_wind	.	.	sst	.	.
surface_downward_eastward_stress	.	.	wind_speed	.	.	PP	.	.
wind_speed	.	.	sss	.	.	eastward_wind	.	.

KM1518 pico1_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
surface_downward_northward_stress	0.29	.	wind_stress	0.13	.	par	0.34	0.006
vgos	0.2	.	vgos	0.1	.	ugosa	0.19	.
wind_stress	0.14	.	par	0.09	.	wind_stress	0.17	.
par_9	0.11	.	par_3	0.09	.	par_6	0.08	.
par_3	0.08	.	par_6	0.08	.	par_9	0.06	.
ugosa	0.06	.	surface_downward_northward_stress	0.08	.	par_12	0.06	.
par_6	0.05	.	ugosa	0.07	.	surface_downward_northward_stress	0.06	.
par_12	0.04	.	par_9	0.06	.	par_3	0.04	.
par	0.03	.	par_12	0.04	.	ugos	0.04	.
ugos	0.03	.	density_WOA_clim	0.02	.	vgosa	0.03	.
Fe	0.02	.	Fe	0.02	.	o2sat_WOA_clim	0.02	.
vgosa	0.02	.	vgosa	0.02	.	AOU_WOA_clim	0.01	.
o2sat_WOA_clim	0.01	.	sla	0.01	.	Fe	0.01	.
AOU_WOA_clim	.	.	surface_downward_eastward_stress	0.01	.	vgos	0.01	.
density_WOA_clim	.	.	northward_wind	0.01	.	sla	0.01	.
oxygen_WOA_clim	.	.	AOU_WOA_clim	.	.	northward_wind	0.01	.
salinity_WOA_clim	.	.	o2sat_WOA_clim	.	.	density_WOA_clim	.	.
conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.
nitrate_WOA_clim	.	.	salinity_WOA_clim	.	.	salinity_WOA_clim	.	.
phosphate_WOA_clim	.	.	conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.
silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.
sss_cruise	.	.	phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.
sst_cruise	.	.	silicate_WOA_clim	.	.	silicate_WOA_clim	.	.
Si	.	.	sss_cruise	.	.	sss_cruise	.	.
NO3	.	.	sst_cruise	.	.	sst_cruise	.	.
CHL	.	.	Si	.	.	Si	.	.
PHYC	.	.	NO3	.	.	NO3	.	.
PO4	.	.	CHL	.	.	CHL	.	.
O2	.	.	PHYC	.	.	PHYC	.	.
sst	.	.	PO4	.	.	PO4	.	.
PP	.	.	O2	.	.	O2	.	.
sla	.	.	sst	.	.	sst	.	.
eastward_wind	.	.	PP	.	.	PP	.	.
surface_downward_eastward_stress	.	.	ugos	.	.	eastward_wind	.	.
wind_speed	.	.	eastward_wind	.	.	surface_downward_eastward_stress	.	.
northward_wind	.	.	wind_speed	.	.	wind_speed	.	.
sss	.	.	sss	.	.	sss	.	.

KM1518 bg1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
surface_downward_northward_stress	0.28	.	surface_downward_northward_stress	0.13	.	surface_downward_northward_stress	0.1	.
wind_stress	0.15	.	par_6	0.12	.	par_6	0.08	.
par	0.09	.	par	0.09	.	par	0.06	.
par_3	0.07	.	wind_stress	0.08	.	par_3	0.06	.
par_6	0.06	.	par_9	0.06	.	par_12	0.06	.
par_9	0.06	.	par_12	0.06	.	wind_stress	0.05	.
par_12	0.05	.	par_3	0.05	.	vgos	0.04	.
vgos	0.05	.	vgos	0.05	.	par_9	0.03	.
Fe	0.03	.	Fe	0.03	.	Fe	0.03	.
o2sat_WOA_clim	0.02	.	ugos	0.02	.	ugos	0.02	.
ugosa	0.02	.	o2sat_WOA_clim	0.01	.	AOU_WOA_clim	.	.
AOU_WOA_clim	0.01	.	sla	0.01	.	density_WOA_clim	.	.
phosphate_WOA_clim	0.01	.	ugosa	0.01	.	o2sat_WOA_clim	.	.
vgosa	0.01	.	northward_wind	0.01	.	oxygen_WOA_clim	.	.
ugos	0.01	.	AOU_WOA_clim	.	.	salinity_WOA_clim	.	.
density_WOA_clim	.	.	density_WOA_clim	.	.	conductivity_WOA_clim	.	.
oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.
salinity_WOA_clim	.	.	salinity_WOA_clim	.	.	phosphate_WOA_clim	.	.
conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.
nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.	sss_cruise	.	.
silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.	sst_cruise	.	.
sss_cruise	.	.	silicate_WOA_clim	.	.	Si	.	.
sst_cruise	.	.	sss_cruise	.	.	NO3	.	.
Si	.	.	sst_cruise	.	.	CHL	.	.
NO3	.	.	Si	.	.	PHYC	.	.
CHL	.	.	NO3	.	.	PO4	.	.
PHYC	.	.	CHL	.	.	O2	.	.
PO4	.	.	PHYC	.	.	sst	.	.
O2	.	.	PO4	.	.	PP	.	.
sst	.	.	O2	.	.	vgosa	.	.
PP	.	.	sst	.	.	sla	.	.
sla	.	.	PP	.	.	ugosa	.	.
eastward_wind	.	.	vgosa	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	eastward_wind	.	.	surface_downward_eastward_stress	.	.
wind_speed	.	.	surface_downward_eastward_stress	.	.	wind_speed	.	.
northward_wind	.	.	wind_speed	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KM1518 rest2_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
surface_downward_northward_stress	0.33	-0.059	par_12	0.24	.	surface_downward_northward_stress	0.34	0.003
par_3	0.25	.	par_3	0.15	.	par	0.31	.
par_6	0.19	.	par	0.14	.	wind_stress	0.26	.
par	0.18	.	par_6	0.12	.	par_3	0.17	.
wind_stress	0.16	.	surface_downward_northward_stress	0.12	.	par_6	0.13	.
par_12	0.1	.	par_9	0.06	.	par_12	0.11	.
par_9	0.06	.	wind_stress	0.04	.	par_9	0.1	.
Fe	0.04	.	Fe	0.03	.	ugosa	0.1	.
vgosa	0.03	.	ugosa	0.02	.	vgos	0.07	.
vgos	0.03	.	density_WOA_clim	0.01	.	Fe	0.06	.
density_WOA_clim	0.01	.	o2sat_WOA_clim	0.01	.	ugos	0.04	.
o2sat_WOA_clim	0.01	.	phosphate_WOA_clim	0.01	.	o2sat_WOA_clim	0.02	.
sst_cruise	0.01	.	sst	0.01	.	sst_cruise	0.01	.
ugosa	0.01	.	vgos	0.01	.	vgosa	0.01	.
ugos	0.01	.	ugos	0.01	.	sla	0.01	.
sss	0.01	.	AOU_WOA_clim	.	.	surface_downward_eastward_stress	0.01	.
AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.	sss	0.01	.
oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.	AOU_WOA_clim	.	.
salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.	density_WOA_clim	.	.
conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.	oxygen_WOA_clim	.	.
nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.	salinity_WOA_clim	.	.
phosphate_WOA_clim	.	.	sss_cruise	.	.	conductivity_WOA_clim	.	.
silicate_WOA_clim	.	.	sst_cruise	.	.	nitrate_WOA_clim	.	.
sss_cruise	.	.	Si	.	.	phosphate_WOA_clim	.	.
Si	.	.	NO3	.	.	silicate_WOA_clim	.	.
NO3	.	.	CHL	.	.	sss_cruise	.	.
CHL	.	.	PHYC	.	.	Si	.	.
PHYC	.	.	PO4	.	.	NO3	.	.
PO4	.	.	O2	.	.	CHL	.	.
O2	.	.	PP	.	.	PHYC	.	.
sst	.	.	vgosa	.	.	PO4	.	.
PP	.	.	sla	.	.	O2	.	.
sla	.	.	eastward_wind	.	.	sst	.	.
eastward_wind	.	.	surface_downward_eastward_stress	.	.	PP	.	.
surface_downward_eastward_stress	.	.	wind_speed	.	.	eastward_wind	.	.
wind_speed	.	.	northward_wind	.	.	wind_speed	.	.
northward_wind	.	.	sss	.	.	northward_wind	.	.

KM1518 pro1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par	1	0.132	par_6	0.98	0.091	surface_downward_northward_stress	1	0.019
par_3	1	0.108	par	0.92	-0.076	par_3	0.71	-0.006
par_6	1	0.246	par_12	0.71	-0.055	wind_stress	0.64	-0.006
par_9	0.96	0.041	surface_downward_northward_stress	0.47	.	par	0.44	.
surface_downward_northward_stress	0.89	0.089	ugosa	0.4	0.005	vgos	0.43	-0.008
Fe	0.66	0.095	northward_wind	0.39	0.108	par_6	0.4	.
wind_stress	0.62	-0.044	par_3	0.37	-0.023	Fe	0.39	0.004
par_12	0.43	0.006	Fe	0.35	0.077	par_12	0.38	-0.001
phosphate_WOA_clim	0.36	0.093	par_9	0.32	.	par_9	0.3	.
o2sat_WOA_clim	0.33	-0.064	wind_stress	0.26	.	ugosa	0.3	.
ugosa	0.31	0.027	vgosa	0.22	.	ugos	0.18	.
vgos	0.28	.	vgos	0.22	.	o2sat_WOA_clim	0.1	.
ugos	0.2	.	sla	0.13	.	sst_cruise	0.09	.
northward_wind	0.17	.	o2sat_WOA_clim	0.11	.	sla	0.09	.
vgosa	0.12	.	sst_cruise	0.07	.	vgosa	0.08	.
sst_cruise	0.11	.	ugos	0.06	.	wind_speed	0.04	.
sla	0.08	.	phosphate_WOA_clim	0.05	.	sss	0.04	.
density_WOA_clim	0.07	.	density_WOA_clim	0.03	.	sss_cruise	0.03	.
sss	0.07	.	sss_cruise	0.03	.	surface_downward_eastward_stress	0.03	.
sst	0.05	.	O2	0.03	.	northward_wind	0.03	.
wind_speed	0.05	.	wind_speed	0.03	.	density_WOA_clim	0.01	.
sss_cruise	0.04	.	sss	0.02	.	phosphate_WOA_clim	0.01	.
O2	0.02	.	salinity_WOA_clim	0.01	.	O2	0.01	.
surface_downward_eastward_stress	0.02	.	AOU_WOA_clim	.	.	sst	0.01	.
AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.	AOU_WOA_clim	.	.
oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.	salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.	conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.	Si	.	.	nitrate_WOA_clim	.	.
silicate_WOA_clim	.	.	NO3	.	.	silicate_WOA_clim	.	.
Si	.	.	CHL	.	.	Si	.	.
NO3	.	.	PHYC	.	.	NO3	.	.
CHL	.	.	PO4	.	.	CHL	.	.
PHYC	.	.	sst	.	.	PHYC	.	.
PO4	.	.	PP	.	.	PO4	.	.
PP	.	.	eastward_wind	.	.	PP	.	.
eastward_wind	.	.	surface_downward_eastward_stress	.	.	eastward_wind	.	.

KM1601 rest1_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.57	0.018	par_12	0.32	.	par	0.3	.
wind_speed	0.42	-0.006	par	0.31	.	par_3	0.21	.
par_12	0.4	-0.011	par_9	0.27	.	par_12	0.16	.
northward_wind	0.4	-0.002	par_6	0.04	.	par_6	0.1	.
ugosa	0.23	.	Fe	0.03	.	par_9	0.06	.
eastward_wind	0.22	.	northward_wind	0.03	.	wind_speed	0.04	.
par_6	0.2	.	par_3	0.02	.	ugosa	0.03	.
Fe	0.19	.	vgosa	0.02	.	northward_wind	0.03	.
par	0.18	.	eastward_wind	0.02	.	Fe	0.01	.
par_9	0.09	.	wind_speed	0.02	.	eastward_wind	0.01	.
vgos	0.03	.	vgos	0.01	.	sss	0.01	.
sss	0.02	.	ugos	0.01	.	AOU_WOA_clim	.	.
ugos	0.01	.	AOU_WOA_clim	.	.	density_WOA_clim	.	.
AOU_WOA_clim	.	.	density_WOA_clim	.	.	o2sat_WOA_clim	.	.
density_WOA_clim	.	.	o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.
o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.
nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.
phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.	sss_cruise	.	.
silicate_WOA_clim	.	.	sss_cruise	.	.	sst_cruise	.	.
sss_cruise	.	.	sst_cruise	.	.	Si	.	.
sst_cruise	.	.	Si	.	.	NO3	.	.
Si	.	.	NO3	.	.	CHL	.	.
NO3	.	.	CHL	.	.	PHYC	.	.
CHL	.	.	PHYC	.	.	PO4	.	.
PHYC	.	.	PO4	.	.	O2	.	.
PO4	.	.	O2	.	.	sst	.	.
O2	.	.	sst	.	.	PP	.	.
sst	.	.	PP	.	.	vgosa	.	.
PP	.	.	sla	.	.	vgos	.	.
vgosa	.	.	ugosa	.	.	sla	.	.
sla	.	.	wind_stress	.	.	ugos	.	.
wind_stress	.	.	surface_downward_eastward_stress	.	.	wind_stress	.	.
surface_downward_eastward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_eastward_stress	.	.
surface_downward_northward_stress	.	.	sss	.	.	surface_downward_northward_stress	.	.

KM1601 pico2_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.98	0.239	par_12	0.97	-0.039	par	0.96	0.054
par_9	0.97	0.14	wind_speed	0.74	-0.009	par_3	0.96	0.092
par_12	0.96	0.12	par_9	0.66	0.013	par_9	0.87	0.043
par_6	0.9	0.053	par_6	0.59	0.004	par_12	0.64	0.006
northward_wind	0.83	-0.118	par_3	0.56	.	par_6	0.59	0.004
Fe	0.64	0.113	vgos	0.51	-0.029	wind_speed	0.31	.
ugosa	0.59	-0.021	par	0.41	.	eastward_wind	0.2	.
par	0.51	-0.002	vgosa	0.34	.	ugosa	0.17	.
wind_speed	0.47	.	northward_wind	0.32	.	northward_wind	0.13	.
eastward_wind	0.29	.	ugos	0.25	.	Fe	0.12	.
vgos	0.12	.	ugosa	0.17	.	ugos	0.11	.
ugos	0.09	.	Fe	0.07	.	vgosa	0.04	.
sss	0.09	.	eastward_wind	0.07	.	vgos	0.03	.
vgosa	0.06	.	wind_stress	0.05	.	wind_stress	0.02	.
sla	0.06	.	density_WOA_clim	0.02	.	sss	0.02	.
sst_cruise	0.03	.	o2sat_WOA_clim	0.02	.	surface_downward_northward_stress	0.01	.
surface_downward_northward_stress	0.03	.	sss	0.02	.	AOU_WOA_clim	.	.
density_WOA_clim	0.02	.	AOU_WOA_clim	0.01	.	density_WOA_clim	.	.
wind_stress	0.02	.	sst_cruise	0.01	.	o2sat_WOA_clim	.	.
AOU_WOA_clim	0.01	.	sla	0.01	.	oxygen_WOA_clim	.	.
o2sat_WOA_clim	0.01	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
surface_downward_eastward_stress	0.01	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.
conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.
nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.	sss_cruise	.	.
phosphate_WOA_clim	.	.	sss_cruise	.	.	sst_cruise	.	.
silicate_WOA_clim	.	.	Si	.	.	Si	.	.
sss_cruise	.	.	NO3	.	.	NO3	.	.
Si	.	.	CHL	.	.	CHL	.	.
NO3	.	.	PHYC	.	.	PHYC	.	.
CHL	.	.	PO4	.	.	PO4	.	.
PHYC	.	.	O2	.	.	O2	.	.
PO4	.	.	sst	.	.	sst	.	.
O2	.	.	PP	.	.	PP	.	.
sst	.	.	surface_downward_eastward_stress	.	.	sla	.	.
PP	.	.	surface_downward_northward_stress	.	.	surface_downward_eastward_stress	.	.

KM1601 pico1_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.95	0.158	par_12	0.54	-0.021	par_3	0.96	0.029
par_3	0.85	0.107	par_6	0.26	.	par	0.79	0.005
par_12	0.45	.	par_3	0.21	.	par_6	0.77	0.007
par_9	0.33	.	vgosa	0.13	.	par_12	0.44	.
wind_speed	0.31	.	par	0.1	.	par_9	0.34	.
vgosa	0.15	.	par_9	0.1	.	ugos	0.18	.
par	0.1	.	ugos	0.09	.	northward_wind	0.13	.
Fe	0.08	.	wind_speed	0.09	.	wind_speed	0.06	.
vgos	0.05	.	vgos	0.08	.	Fe	0.04	.
ugos	0.04	.	ugosa	0.06	.	ugosa	0.04	.
eastward_wind	0.04	.	eastward_wind	0.04	.	eastward_wind	0.03	.
northward_wind	0.04	.	o2sat_WOA_clim	0.02	.	vgosa	0.01	.
ugosa	0.03	.	northward_wind	0.02	.	sla	0.01	.
o2sat_WOA_clim	0.02	.	Fe	0.01	.	sss	0.01	.
surface_downward_eastward_stress	0.02	.	AOU_WOA_clim	.	.	AOU_WOA_clim	.	.
AOU_WOA_clim	0.01	.	density_WOA_clim	.	.	density_WOA_clim	.	.
sla	0.01	.	oxygen_WOA_clim	.	.	o2sat_WOA_clim	.	.
wind_stress	0.01	.	salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.
density_WOA_clim	.	.	conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.
oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.
salinity_WOA_clim	.	.	phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.
conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.
nitrate_WOA_clim	.	.	sss_cruise	.	.	silicate_WOA_clim	.	.
phosphate_WOA_clim	.	.	sst_cruise	.	.	sss_cruise	.	.
silicate_WOA_clim	.	.	Si	.	.	sst_cruise	.	.
sss_cruise	.	.	NO3	.	.	Si	.	.
sst_cruise	.	.	CHL	.	.	NO3	.	.
Si	.	.	PHYC	.	.	CHL	.	.
NO3	.	.	PO4	.	.	PHYC	.	.
CHL	.	.	O2	.	.	PO4	.	.
PHYC	.	.	sst	.	.	O2	.	.
PO4	.	.	PP	.	.	sst	.	.
O2	.	.	sla	.	.	PP	.	.
sst	.	.	wind_stress	.	.	vgos	.	.
PP	.	.	surface_downward_eastward_stress	.	.	wind_stress	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_eastward_stress	.	.
sss	.	.	sss	.	.	surface_downward_northward_stress	.	.

KM1601 pro1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par	1	0.107	par_3	1	-0.085	par_6	0.97	0.007
par_3	1	0.084	par	0.97	-0.052	northward_wind	0.83	0.015
par_6	1	0.18	par_12	0.97	-0.07	Fe	0.81	-0.007
par_9	1	0.086	par_9	0.96	0.056	par_9	0.75	-0.002
par_12	0.94	0.028	par_6	0.91	0.043	ugos	0.68	0.006
northward_wind	0.84	-0.069	Fe	0.89	-0.167	par_12	0.64	.
ugos	0.73	0.046	vgos	0.59	-0.14	par_3	0.63	.
Fe	0.62	-0.013	wind_speed	0.55	-0.041	par	0.59	.
vgos	0.54	-0.025	vgosa	0.5	-0.141	ugosa	0.34	.
wind_speed	0.53	-0.014	northward_wind	0.5	0.009	vgosa	0.33	.
sss	0.53	.	ugos	0.39	.	wind_speed	0.32	.
eastward_wind	0.43	-0.059	sss	0.34	.	sla	0.23	.
sla	0.34	.	ugosa	0.28	.	eastward_wind	0.23	.
vgosa	0.23	.	wind_stress	0.24	.	surface_downward_northward_stress	0.23	.
ugosa	0.23	.	sss_cruise	0.04	.	sss	0.19	.
wind_stress	0.15	.	density_WOA_clim	0.03	.	sss_cruise	0.15	.
density_WOA_clim	0.12	.	sla	0.03	.	vgos	0.11	.
sss_cruise	0.09	.	eastward_wind	0.03	.	wind_stress	0.1	.
surface_downward_eastward_stress	0.08	.	surface_downward_eastward_stress	0.03	.	surface_downward_eastward_stress	0.08	.
o2sat_WOA_clim	0.07	.	sst_cruise	0.02	.	density_WOA_clim	0.02	.
sst_cruise	0.04	.	surface_downward_northward_stress	0.02	.	sst_cruise	0.02	.
phosphate_WOA_clim	0.03	.	AOU_WOA_clim	0.01	.	AOU_WOA_clim	.	.
sst	0.02	.	o2sat_WOA_clim	0.01	.	o2sat_WOA_clim	.	.
surface_downward_northward_stress	0.02	.	oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.
AOU_WOA_clim	0.01	.	salinity_WOA_clim	.	.	salinity_WOA_clim	.	.
oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.
salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.
conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.
nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	Si	.	.	Si	.	.
Si	.	.	NO3	.	.	NO3	.	.
NO3	.	.	CHL	.	.	CHL	.	.
CHL	.	.	PHYC	.	.	PHYC	.	.
PHYC	.	.	PO4	.	.	PO4	.	.
PO4	.	.	O2	.	.	O2	.	.
O2	.	.	sst	.	.	sst	.	.
PP	.	.	PP	.	.	PP	.	.

KM1601 syn

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.92	0.099	par_3	0.64	-0.009	par	0.8	0.038
par_3	0.81	0.098	par_6	0.63	-0.028	par_9	0.67	-0.027
par_9	0.6	0.028	par_12	0.53	.	par_12	0.61	-0.007
par_12	0.59	0.031	par_9	0.33	.	ugosa	0.61	0.049
vgosa	0.26	.	ugos	0.19	.	vgosa	0.48	-0.036
wind_speed	0.1	.	par	0.16	.	par_6	0.11	.
northward_wind	0.08	.	vgos	0.12	.	northward_wind	0.11	.
Fe	0.06	.	ugosa	0.12	.	Fe	0.07	.
ugosa	0.04	.	vgosa	0.11	.	par_3	0.05	.
ugos	0.03	.	wind_speed	0.11	.	eastward_wind	0.05	.
par	0.02	.	Fe	0.07	.	ugos	0.04	.
sla	0.01	.	o2sat_WOA_clim	0.03	.	sss	0.04	.
AOU_WOA_clim	.	.	northward_wind	0.02	.	vgos	0.02	.
density_WOA_clim	.	.	AOU_WOA_clim	0.01	.	wind_speed	0.02	.
o2sat_WOA_clim	.	.	eastward_wind	0.01	.	o2sat_WOA_clim	0.01	.
oxygen_WOA_clim	.	.	density_WOA_clim	.	.	sla	0.01	.
salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.	wind_stress	0.01	.
conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.	AOU_WOA_clim	.	.
nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.	density_WOA_clim	.	.
phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.	oxygen_WOA_clim	.	.
silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.	salinity_WOA_clim	.	.
sss_cruise	.	.	silicate_WOA_clim	.	.	conductivity_WOA_clim	.	.
sst_cruise	.	.	sss_cruise	.	.	nitrate_WOA_clim	.	.
Si	.	.	sst_cruise	.	.	phosphate_WOA_clim	.	.
NO3	.	.	Si	.	.	silicate_WOA_clim	.	.
CHL	.	.	NO3	.	.	sss_cruise	.	.
PHYC	.	.	CHL	.	.	sst_cruise	.	.
PO4	.	.	PHYC	.	.	Si	.	.
O2	.	.	PO4	.	.	NO3	.	.
sst	.	.	O2	.	.	CHL	.	.
PP	.	.	sst	.	.	PHYC	.	.
vgos	.	.	PP	.	.	PO4	.	.
wind_stress	.	.	sla	.	.	O2	.	.
eastward_wind	.	.	wind_stress	.	.	sst	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	PP	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_eastward_stress	.	.
sss	.	.	sss	.	.	surface_downward_northward_stress	.	.

KM1601 bead

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.34	.	par_12	0.52	0.002	Fe	0.53	-0.007
par_3	0.33	.	par_9	0.17	.	par	0.52	0.002
par_9	0.26	.	par	0.15	.	ugosa	0.38	.
ugosa	0.26	.	par_3	0.14	.	northward_wind	0.28	.
Fe	0.14	.	vgosa	0.14	.	par_9	0.22	.
northward_wind	0.11	.	ugos	0.12	.	par_3	0.19	.
wind_speed	0.1	.	ugosa	0.1	.	par_6	0.16	.
par_12	0.07	.	par_6	0.09	.	par_12	0.15	.
par	0.05	.	wind_speed	0.06	.	wind_speed	0.11	.
eastward_wind	0.03	.	northward_wind	0.03	.	vgosa	0.08	.
vgosa	0.02	.	sss	0.03	.	eastward_wind	0.02	.
sss	0.01	.	AOU_WOA_clim	0.01	.	sss	0.02	.
AOU_WOA_clim	.	.	o2sat_WOA_clim	0.01	.	vgos	0.01	.
density_WOA_clim	.	.	Fe	0.01	.	sla	0.01	.
o2sat_WOA_clim	.	.	sla	0.01	.	ugos	0.01	.
oxygen_WOA_clim	.	.	wind_stress	0.01	.	surface_downward_northward_stress	0.01	.
salinity_WOA_clim	.	.	eastward_wind	0.01	.	AOU_WOA_clim	.	.
conductivity_WOA_clim	.	.	density_WOA_clim	.	.	density_WOA_clim	.	.
nitrate_WOA_clim	.	.	oxygen_WOA_clim	.	.	o2sat_WOA_clim	.	.
phosphate_WOA_clim	.	.	salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.
silicate_WOA_clim	.	.	conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.
sss_cruise	.	.	nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.
sst_cruise	.	.	phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.
Si	.	.	silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.
NO3	.	.	sss_cruise	.	.	silicate_WOA_clim	.	.
CHL	.	.	sst_cruise	.	.	sss_cruise	.	.
PHYC	.	.	Si	.	.	sst_cruise	.	.
PO4	.	.	NO3	.	.	Si	.	.
O2	.	.	CHL	.	.	NO3	.	.
sst	.	.	PHYC	.	.	CHL	.	.
PP	.	.	PO4	.	.	PHYC	.	.
vgos	.	.	O2	.	.	PO4	.	.
sla	.	.	sst	.	.	O2	.	.
ugos	.	.	PP	.	.	sst	.	.
wind_stress	.	.	vgos	.	.	PP	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	wind_stress	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_eastward_stress	.	.

KM1601 small

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.9	0.038	par_6	0.67	0.004	northward_wind	0.71	0.012
par_3	0.87	0.042	par_9	0.54	0.002	par_6	0.63	0.003
par_9	0.74	0.042	par	0.48	.	par_12	0.49	.
par	0.6	0.025	par_3	0.46	.	par_3	0.42	0.002
par_12	0.58	.	par_12	0.42	.	par_9	0.39	.
ugos	0.24	.	wind_speed	0.35	.	Fe	0.31	.
wind_speed	0.17	.	vgosa	0.32	.	par	0.26	.
northward_wind	0.16	.	Fe	0.16	.	ugos	0.26	.
Fe	0.11	.	northward_wind	0.08	.	wind_speed	0.18	.
ugosa	0.07	.	ugosa	0.04	.	ugosa	0.17	.
eastward_wind	0.07	.	wind_stress	0.04	.	vgosa	0.13	.
sss	0.06	.	sss	0.04	.	sla	0.05	.
vgos	0.04	.	vgos	0.03	.	vgos	0.04	.
sla	0.04	.	ugos	0.03	.	surface_downward_northward_stress	0.04	.
vgosa	0.03	.	sss_cruise	0.01	.	sss	0.04	.
surface_downward_eastward_stress	0.02	.	sla	0.01	.	wind_stress	0.03	.
density_WOA_clim	0.01	.	eastward_wind	0.01	.	eastward_wind	0.03	.
phosphate_WOA_clim	0.01	.	AOU_WOA_clim	.	.	surface_downward_eastward_stress	0.02	.
sss_cruise	0.01	.	density_WOA_clim	.	.	density_WOA_clim	0.01	.
AOU_WOA_clim	.	.	o2sat_WOA_clim	.	.	sss_cruise	0.01	.
o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.	AOU_WOA_clim	.	.
oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.	o2sat_WOA_clim	.	.
salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.
conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.	salinity_WOA_clim	.	.
nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.	conductivity_WOA_clim	.	.
silicate_WOA_clim	.	.	silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.
sst_cruise	.	.	sst_cruise	.	.	phosphate_WOA_clim	.	.
Si	.	.	Si	.	.	silicate_WOA_clim	.	.
NO3	.	.	NO3	.	.	sst_cruise	.	.
CHL	.	.	CHL	.	.	Si	.	.
PHYC	.	.	PHYC	.	.	NO3	.	.
PO4	.	.	PO4	.	.	CHL	.	.
O2	.	.	O2	.	.	PHYC	.	.
sst	.	.	sst	.	.	PO4	.	.
PP	.	.	PP	.	.	O2	.	.
wind_stress	.	.	surface_downward_eastward_stress	.	.	sst	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	PP	.	.

KM1601 bg

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.1	.	par_3	0.2	.	par	0.27	.
par_3	0.09	.	par_6	0.12	.	par_3	0.24	.
par	0.08	.	par_12	0.11	.	par_12	0.16	.
par_9	0.05	.	par	0.1	.	par_6	0.08	.
northward_wind	0.05	.	par_9	0.06	.	northward_wind	0.08	.
eastward_wind	0.04	.	ugosa	0.03	.	par_9	0.05	.
par_12	0.03	.	wind_speed	0.02	.	eastward_wind	0.04	.
Fe	0.03	.	northward_wind	0.02	.	wind_speed	0.04	.
wind_speed	0.03	.	ugos	0.01	.	ugos	0.03	.
vgos	0.01	.	eastward_wind	0.01	.	Fe	0.02	.
ugosa	0.01	.	AOU_WOA_clim	.	.	sss	0.01	.
sss	0.01	.	density_WOA_clim	.	.	AOU_WOA_clim	.	.
AOU_WOA_clim	.	.	o2sat_WOA_clim	.	.	density_WOA_clim	.	.
density_WOA_clim	.	.	oxygen_WOA_clim	.	.	o2sat_WOA_clim	.	.
o2sat_WOA_clim	.	.	salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.
phosphate_WOA_clim	.	.	sss_cruise	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	sst_cruise	.	.	sss_cruise	.	.
sss_cruise	.	.	Si	.	.	sst_cruise	.	.
sst_cruise	.	.	NO3	.	.	Si	.	.
Si	.	.	CHL	.	.	NO3	.	.
NO3	.	.	PHYC	.	.	CHL	.	.
CHL	.	.	PO4	.	.	PHYC	.	.
PHYC	.	.	O2	.	.	PO4	.	.
PO4	.	.	sst	.	.	O2	.	.
O2	.	.	Fe	.	.	sst	.	.
sst	.	.	PP	.	.	PP	.	.
PP	.	.	vgosa	.	.	vgosa	.	.
vgosa	.	.	vgos	.	.	vgos	.	.
sla	.	.	sla	.	.	sla	.	.
ugos	.	.	wind_stress	.	.	ugosa	.	.
wind_stress	.	.	surface_downward_eastward_stress	.	.	wind_stress	.	.
surface_downward_eastward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_eastward_stress	.	.
surface_downward_northward_stress	.	.	sss	.	.	surface_downward_northward_stress	.	.

KM1601 rest2_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_12	0.23	.	par	0.59	-0.009	par_12	0.34	.
par_3	0.2	.	par_3	0.5	-0.011	par_6	0.26	.
wind_speed	0.17	.	par_12	0.4	.	northward_wind	0.25	.
par_6	0.14	.	par_6	0.38	0	par	0.22	.
par	0.1	.	par_9	0.04	.	par_9	0.22	.
ugosa	0.1	.	ugosa	0.03	.	wind_speed	0.19	.
eastward_wind	0.05	.	eastward_wind	0.03	.	Fe	0.13	.
par_9	0.03	.	sss	0.02	.	par_3	0.12	.
Fe	0.02	.	Fe	0.01	.	eastward_wind	0.11	.
northward_wind	0.02	.	wind_speed	0.01	.	ugos	0.06	.
vgosa	0.01	.	AOU_WOA_clim	.	.	vgosa	0.04	.
vgos	0.01	.	density_WOA_clim	.	.	ugosa	0.03	.
AOU_WOA_clim	.	.	o2sat_WOA_clim	.	.	wind_stress	0.01	.
density_WOA_clim	.	.	oxygen_WOA_clim	.	.	sss	0.01	.
o2sat_WOA_clim	.	.	salinity_WOA_clim	.	.	AOU_WOA_clim	.	.
oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.	density_WOA_clim	.	.
salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.	o2sat_WOA_clim	.	.
conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.	oxygen_WOA_clim	.	.
nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.	salinity_WOA_clim	.	.
phosphate_WOA_clim	.	.	sss_cruise	.	.	conductivity_WOA_clim	.	.
silicate_WOA_clim	.	.	sst_cruise	.	.	nitrate_WOA_clim	.	.
sss_cruise	.	.	Si	.	.	phosphate_WOA_clim	.	.
sst_cruise	.	.	NO3	.	.	silicate_WOA_clim	.	.
Si	.	.	CHL	.	.	sss_cruise	.	.
NO3	.	.	PHYC	.	.	sst_cruise	.	.
CHL	.	.	PO4	.	.	Si	.	.
PHYC	.	.	O2	.	.	NO3	.	.
PO4	.	.	sst	.	.	CHL	.	.
O2	.	.	PP	.	.	PHYC	.	.
sst	.	.	vgosa	.	.	PO4	.	.
PP	.	.	vgos	.	.	O2	.	.
sla	.	.	sla	.	.	sst	.	.
ugos	.	.	ugos	.	.	PP	.	.
wind_stress	.	.	wind_stress	.	.	vgos	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	sla	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_eastward_stress	.	.
sss	.	.	northward_wind	.	.	surface_downward_northward_stress	.	.

KM1601 pro2

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.89	0.114	par_3	0.9	.	par_6	0.7	0.001
par_3	0.87	0.068	par	0.58	-0.001	northward_wind	0.65	0.023
par_9	0.85	0.089	par_9	0.44	0.049	par_3	0.49	.
par	0.71	0.051	vgosa	0.32	.	Fe	0.47	-0.008
par_12	0.56	0.023	par_6	0.29	.	par	0.41	.
ugos	0.34	0.02	par_12	0.29	.	ugosa	0.33	0.002
wind_speed	0.17	.	Fe	0.23	.	par_9	0.3	.
Fe	0.16	.	ugosa	0.18	.	ugos	0.24	.
northward_wind	0.15	.	northward_wind	0.14	.	par_12	0.22	.
ugosa	0.13	.	wind_speed	0.1	.	wind_speed	0.17	.
eastward_wind	0.09	.	vgos	0.08	.	vgosa	0.08	.
vgos	0.07	.	wind_stress	0.05	.	eastward_wind	0.06	.
vgosa	0.03	.	ugos	0.03	.	vgos	0.05	.
sla	0.03	.	sss	0.03	.	sss	0.04	.
sss	0.03	.	eastward_wind	0.01	.	sla	0.03	.
density_WOA_clim	0.01	.	surface_downward_northward_stress	0.01	.	surface_downward_northward_stress	0.03	.
wind_stress	0.01	.	AOU_WOA_clim	.	.	wind_stress	0.02	.
AOU_WOA_clim	.	.	density_WOA_clim	.	.	sss_cruise	0.01	.
o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.	AOU_WOA_clim	.	.
oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.	density_WOA_clim	.	.
salinity_WOA_clim	.	.	salinity_WOA_clim	.	.	o2sat_WOA_clim	.	.
conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.
nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.	salinity_WOA_clim	.	.
phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.	conductivity_WOA_clim	.	.
silicate_WOA_clim	.	.	silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.
sss_cruise	.	.	sss_cruise	.	.	phosphate_WOA_clim	.	.
sst_cruise	.	.	sst_cruise	.	.	silicate_WOA_clim	.	.
Si	.	.	Si	.	.	sst_cruise	.	.
NO3	.	.	NO3	.	.	Si	.	.
CHL	.	.	CHL	.	.	NO3	.	.
PHYC	.	.	PHYC	.	.	CHL	.	.
PO4	.	.	PO4	.	.	PHYC	.	.
O2	.	.	O2	.	.	PO4	.	.
sst	.	.	sst	.	.	O2	.	.
PP	.	.	PP	.	.	sst	.	.
surface_downward_eastward_stress	.	.	sla	.	.	PP	.	.
surface_downward_northward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.

KM1602 rest1_2

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_9	0.7	0.19	par_12	0.71	0.329	par_12	0.56	0.107
surface_downward_northward_stress	0.37	.	Fe	0.63	-0.036	surface_downward_northward_stress	0.56	.
Fe	0.36	.	ugosa	0.56	-0.242	vgosa	0.55	0.048
vgosa	0.3	.	northward_wind	0.51	-0.302	ugosa	0.5	-0.103
par_6	0.27	.	par_9	0.5	0.032	par_9	0.44	0.012
northward_wind	0.26	-0.166	par	0.44	-0.009	par_3	0.43	.
par_3	0.25	.	par_3	0.42	0.025	Fe	0.35	.
par_12	0.24	.	vgosa	0.36	0.044	par_6	0.31	.
ugosa	0.24	-0.026	surface_downward_northward_stress	0.36	.	par	0.22	.
par	0.23	.	par_6	0.32	.	northward_wind	0.22	-0.139
wind_speed	0.19	.	sss	0.28	-0.77	wind_speed	0.18	.
ugos	0.17	.	wind_speed	0.24	-0.09	ugos	0.16	.
eastward_wind	0.12	.	sss_cruise	0.18	.	eastward_wind	0.15	.
sss	0.09	.	ugos	0.18	.	vgos	0.1	.
wind_stress	0.07	.	eastward_wind	0.17	.	sss	0.07	.
vgos	0.05	.	vgos	0.1	.	sss_cruise	0.04	.
o2sat_WOA_clim	0.03	.	o2sat_WOA_clim	0.05	.	wind_stress	0.02	.
sla	0.01	.	sla	0.04	.	sla	0.01	.
AOU_WOA_clim	.	.	sst_cruise	0.02	.	AOU_WOA_clim	.	.
density_WOA_clim	.	.	wind_stress	0.02	.	density_WOA_clim	.	.
oxygen_WOA_clim	.	.	AOU_WOA_clim	.	.	o2sat_WOA_clim	.	.
salinity_WOA_clim	.	.	density_WOA_clim	.	.	oxygen_WOA_clim	.	.
conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
nitrate_WOA_clim	.	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
phosphate_WOA_clim	.	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.
sss_cruise	.	.	phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.
sst_cruise	.	.	silicate_WOA_clim	.	.	sst_cruise	.	.
Si	.	.	Si	.	.	Si	.	.
NO3	.	.	NO3	.	.	NO3	.	.
CHL	.	.	CHL	.	.	CHL	.	.
PHYC	.	.	PHYC	.	.	PHYC	.	.
PO4	.	.	PO4	.	.	PO4	.	.
O2	.	.	O2	.	.	O2	.	.
sst	.	.	sst	.	.	sst	.	.
PP	.	.	PP	.	.	PP	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.

KM1602 rest1_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
surface_downward_northward_stress	0.33	-0.014	par_6	0.45	0.137	Fe	0.37	0.12
eastward_wind	0.31	0.026	par	0.33	-0.029	vgosa	0.29	.
par_3	0.27	.	par_12	0.22	.	par_3	0.27	0.024
par_6	0.27	.	vgosa	0.2	.	par_12	0.27	-0.004
par_9	0.27	.	ugosa	0.2	-0.007	ugosa	0.25	-0.107
vgosa	0.27	-0.007	par_3	0.18	.	par_6	0.24	0.004
par_12	0.25	.	par_9	0.17	.	par_9	0.23	.
ugosa	0.24	.	Fe	0.16	.	surface_downward_northward_stress	0.21	.
par	0.22	.	surface_downward_northward_stress	0.15	.	par	0.2	0.004
Fe	0.22	.	eastward_wind	0.11	.	eastward_wind	0.17	.
wind_speed	0.2	.	wind_speed	0.11	.	wind_speed	0.11	.
northward_wind	0.19	.	northward_wind	0.07	.	northward_wind	0.1	.
ugos	0.1	.	o2sat_WOA_clim	0.04	.	ugos	0.09	.
o2sat_WOA_clim	0.04	.	vgos	0.04	.	o2sat_WOA_clim	0.03	.
vgos	0.03	.	sss	0.04	.	vgos	0.01	.
sla	0.01	.	sla	0.02	.	sss	0.01	.
AOU_WOA_clim	.	.	ugos	0.02	.	AOU_WOA_clim	.	.
density_WOA_clim	.	.	wind_stress	0.01	.	density_WOA_clim	.	.
oxygen_WOA_clim	.	.	AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.	density_WOA_clim	.	.	salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.	salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.	conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.
sss_cruise	.	.	phosphate_WOA_clim	.	.	sss_cruise	.	.
sst_cruise	.	.	silicate_WOA_clim	.	.	sst_cruise	.	.
Si	.	.	sss_cruise	.	.	Si	.	.
NO3	.	.	sst_cruise	.	.	NO3	.	.
CHL	.	.	Si	.	.	CHL	.	.
PHYC	.	.	NO3	.	.	PHYC	.	.
PO4	.	.	CHL	.	.	PO4	.	.
O2	.	.	PHYC	.	.	O2	.	.
sst	.	.	PO4	.	.	sst	.	.
PP	.	.	O2	.	.	PP	.	.
wind_stress	.	.	sst	.	.	sla	.	.
surface_downward_eastward_stress	.	.	PP	.	.	wind_stress	.	.
sss	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.

KM1602 pico2_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.96	0.238	par_12	0.93	-0.028	par	0.96	0.075
par_12	0.96	0.155	par_3	0.87	-0.036	par_3	0.88	0.053
par_9	0.95	0.127	eastward_wind	0.86	-0.091	par_9	0.7	0.019
par_6	0.93	0.067	par	0.72	-0.017	par_12	0.68	0.034
eastward_wind	0.74	0.028	par_6	0.68	0.004	vgosa	0.67	-0.021
surface_downward_northward_stress	0.62	.	par_9	0.65	0.011	par_6	0.37	.
vgosa	0.55	-0.062	vgosa	0.62	.	Fe	0.34	0.016
northward_wind	0.54	-0.168	Fe	0.6	0.002	eastward_wind	0.31	.
Fe	0.52	0.046	wind_speed	0.47	-0.028	wind_speed	0.29	.
ugosa	0.47	-0.026	sss	0.4	-0.211	surface_downward_northward_stress	0.25	.
par	0.44	.	ugos	0.37	.	ugosa	0.23	.
wind_speed	0.17	.	o2sat_WOA_clim	0.35	0.004	o2sat_WOA_clim	0.18	.
o2sat_WOA_clim	0.14	.	ugosa	0.33	.	ugos	0.18	.
Si	0.07	.	surface_downward_northward_stress	0.28	.	northward_wind	0.12	.
ugos	0.07	.	sst_cruise	0.19	.	sla	0.06	.
sla	0.05	.	sla	0.18	.	sss	0.04	.
phosphate_WOA_clim	0.03	.	sss_cruise	0.08	.	sss_cruise	0.03	.
sss_cruise	0.02	.	vgos	0.08	.	sst_cruise	0.03	.
wind_stress	0.02	.	northward_wind	0.06	.	density_WOA_clim	0.02	.
AOU_WOA_clim	0.01	.	density_WOA_clim	0.02	.	AOU_WOA_clim	0.01	.
sst_cruise	0.01	.	phosphate_WOA_clim	0.02	.	wind_stress	0.01	.
PP	0.01	.	Si	0.01	.	surface_downward_eastward_stress	0.01	.
vgos	0.01	.	AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.
sss	0.01	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
density_WOA_clim	.	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.
conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.	silicate_WOA_clim	.	.
nitrate_WOA_clim	.	.	NO3	.	.	Si	.	.
silicate_WOA_clim	.	.	CHL	.	.	NO3	.	.
NO3	.	.	PHYC	.	.	CHL	.	.
CHL	.	.	PO4	.	.	PHYC	.	.
PHYC	.	.	O2	.	.	PO4	.	.
PO4	.	.	sst	.	.	O2	.	.
O2	.	.	PP	.	.	sst	.	.
sst	.	.	wind_stress	.	.	PP	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	vgos	.	.

KM1602 pico1_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.81	0.061	par	0.65	-0.024	par	0.79	0.015
par_9	0.77	0.113	par_3	0.51	-0.093	par_3	0.65	.
par_3	0.58	0.032	par_6	0.35	.	par_6	0.57	0.008
Fe	0.45	-0.127	par_12	0.35	-0.011	par_9	0.35	0.002
eastward_wind	0.4	0.004	par_9	0.26	.	vgosa	0.32	-0.001
ugosa	0.16	.	Fe	0.25	.	par_12	0.29	.
par_12	0.12	.	surface_downward_northward_stress	0.18	.	surface_downward_northward_stress	0.18	.
wind_speed	0.11	.	wind_speed	0.17	.	Fe	0.16	.
surface_downward_northward_stress	0.11	.	ugosa	0.16	.	eastward_wind	0.12	.
par	0.08	.	vgosa	0.1	.	ugosa	0.1	.
vgosa	0.08	.	ugos	0.06	.	wind_speed	0.08	.
vgos	0.04	.	northward_wind	0.04	.	o2sat_WOA_clim	0.06	.
northward_wind	0.03	.	vgos	0.03	.	vgos	0.03	.
o2sat_WOA_clim	0.02	.	eastward_wind	0.03	.	ugos	0.03	.
ugos	0.02	.	sss_cruise	0.01	.	northward_wind	0.02	.
AOU_WOA_clim	.	.	sla	0.01	.	AOU_WOA_clim	0.01	.
density_WOA_clim	.	.	wind_stress	0.01	.	density_WOA_clim	.	.
oxygen_WOA_clim	.	.	AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.	density_WOA_clim	.	.	salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.	o2sat_WOA_clim	.	.	conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.	oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.	salinity_WOA_clim	.	.	phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.	conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.
sss_cruise	.	.	nitrate_WOA_clim	.	.	sss_cruise	.	.
sst_cruise	.	.	phosphate_WOA_clim	.	.	sst_cruise	.	.
Si	.	.	silicate_WOA_clim	.	.	Si	.	.
NO3	.	.	sst_cruise	.	.	NO3	.	.
CHL	.	.	Si	.	.	CHL	.	.
PHYC	.	.	NO3	.	.	PHYC	.	.
PO4	.	.	CHL	.	.	PO4	.	.
O2	.	.	PHYC	.	.	O2	.	.
sst	.	.	PO4	.	.	sst	.	.
PP	.	.	O2	.	.	PP	.	.
sla	.	.	sst	.	.	sla	.	.
wind_stress	.	.	PP	.	.	wind_stress	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
sss	.	.	sss	.	.	sss	.	.

KM1602 bg

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_9	0.71	0.033	par_3	0.66	-0.006	par	0.51	0.044
par_6	0.62	.	par_9	0.49	-0.016	par_12	0.51	.
par_3	0.51	.	Fe	0.3	0.001	Fe	0.42	-0.043
par_12	0.39	.	surface_downward_northward_stress	0.24	.	ugosa	0.3	0.008
eastward_wind	0.37	.	par_6	0.22	.	wind_speed	0.3	.
surface_downward_northward_stress	0.27	.	par_12	0.21	.	par_9	0.28	.
ugosa	0.17	.	northward_wind	0.2	-0.093	surface_downward_northward_stress	0.26	0.043
Fe	0.13	.	wind_speed	0.17	.	par_3	0.23	.
vgosa	0.08	.	ugosa	0.14	.	par_6	0.23	.
wind_speed	0.08	.	par	0.13	.	vgosa	0.08	.
par	0.07	.	vgosa	0.08	.	ugos	0.08	.
northward_wind	0.03	.	ugos	0.04	.	vgos	0.07	.
ugos	0.02	.	eastward_wind	0.03	.	northward_wind	0.07	.
phosphate_WOA_clim	0.01	.	sss_cruise	0.02	.	eastward_wind	0.06	.
sst_cruise	0.01	.	vgos	0.02	.	wind_stress	0.01	.
sla	0.01	.	o2sat_WOA_clim	0.01	.	sss	0.01	.
wind_stress	0.01	.	sst_cruise	0.01	.	AOU_WOA_clim	.	.
AOU_WOA_clim	.	.	sss	0.01	.	density_WOA_clim	.	.
density_WOA_clim	.	.	AOU_WOA_clim	.	.	o2sat_WOA_clim	.	.
o2sat_WOA_clim	.	.	density_WOA_clim	.	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.
sss_cruise	.	.	silicate_WOA_clim	.	.	sss_cruise	.	.
Si	.	.	Si	.	.	sst_cruise	.	.
NO3	.	.	NO3	.	.	Si	.	.
CHL	.	.	CHL	.	.	NO3	.	.
PHYC	.	.	PHYC	.	.	CHL	.	.
PO4	.	.	PO4	.	.	PHYC	.	.
O2	.	.	O2	.	.	PO4	.	.
sst	.	.	sst	.	.	O2	.	.
PP	.	.	PP	.	.	sst	.	.
vgos	.	.	sla	.	.	PP	.	.
surface_downward_eastward_stress	.	.	wind_stress	.	.	sla	.	.
sss	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.

KM1602 bead

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par	0.62	-0.051	par_12	0.5	0.026	par_3	0.37	-0.007
par_12	0.48	0.005	par_6	0.28	.	par	0.33	.
par_9	0.43	0.022	ugosa	0.25	.	wind_speed	0.31	-0.016
eastward_wind	0.28	.	par	0.24	-0.005	par_9	0.25	0.005
northward_wind	0.2	.	par_3	0.23	.	vgosa	0.21	.
vgosa	0.19	.	par_9	0.2	.	par_6	0.19	.
par_3	0.17	.	Fe	0.2	.	surface_downward_northward_stress	0.19	.
par_6	0.17	.	eastward_wind	0.2	0.001	par_12	0.17	.
surface_downward_northward_stress	0.17	-0.015	vgosa	0.18	.	Fe	0.16	.
Fe	0.15	.	surface_downward_northward_stress	0.13	.	ugosa	0.14	.
ugosa	0.06	.	wind_speed	0.1	.	eastward_wind	0.14	.
wind_speed	0.06	.	o2sat_WOA_clim	0.08	.	ugos	0.07	.
ugos	0.04	.	northward_wind	0.06	.	o2sat_WOA_clim	0.06	.
o2sat_WOA_clim	0.03	.	ugos	0.04	.	sla	0.02	.
sst_cruise	0.02	.	vgos	0.03	.	northward_wind	0.01	.
density_WOA_clim	0.01	.	sss_cruise	0.01	.	AOU_WOA_clim	.	.
AOU_WOA_clim	.	.	sla	0.01	.	density_WOA_clim	.	.
oxygen_WOA_clim	.	.	AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.	density_WOA_clim	.	.	salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.	salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.	conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.
sss_cruise	.	.	phosphate_WOA_clim	.	.	sss_cruise	.	.
Si	.	.	silicate_WOA_clim	.	.	sst_cruise	.	.
NO3	.	.	sst_cruise	.	.	Si	.	.
CHL	.	.	Si	.	.	NO3	.	.
PHYC	.	.	NO3	.	.	CHL	.	.
PO4	.	.	CHL	.	.	PHYC	.	.
O2	.	.	PHYC	.	.	PO4	.	.
sst	.	.	PO4	.	.	O2	.	.
PP	.	.	O2	.	.	sst	.	.
vgos	.	.	sst	.	.	PP	.	.
sla	.	.	PP	.	.	vgos	.	.
wind_stress	.	.	wind_stress	.	.	wind_stress	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
sss	.	.	sss	.	.	sss	.	.

KM1602 pro1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par	1	0.12	par_3	1	-0.083	eastward_wind	0.91	-0.016
par_3	1	0.074	par	0.98	-0.069	par_12	0.79	-0.002
par_6	1	0.199	par_12	0.88	-0.028	par_3	0.77	-0.003
par_9	1	0.08	wind_speed	0.71	.	par	0.65	0.001
par_12	0.88	0.04	par_9	0.68	-0.004	surface_downward_northward_stress	0.65	.
wind_speed	0.8	-0.062	Fe	0.59	.	wind_speed	0.56	-0.009
Fe	0.74	0.03	eastward_wind	0.59	-0.004	par_6	0.55	0.002
northward_wind	0.71	-0.047	sss_cruise	0.56	0.033	par_9	0.55	0
sst_cruise	0.69	-0.668	par_6	0.51	.	ugos	0.49	0.003
ugos	0.68	0.031	vgosa	0.46	-0.001	ugosa	0.48	0.003
vgosa	0.64	-0.015	surface_downward_northward_stress	0.43	.	sss_cruise	0.43	0.019
o2sat_WOA_clim	0.62	-0.005	ugos	0.41	.	vgosa	0.43	.
sss_cruise	0.62	0.046	northward_wind	0.34	.	Fe	0.35	.
sla	0.49	-0.044	o2sat_WOA_clim	0.31	.	o2sat_WOA_clim	0.34	.
eastward_wind	0.43	-0.023	sst_cruise	0.21	.	sst_cruise	0.21	-0.002
density_WOA_clim	0.3	.	ugosa	0.2	.	vgos	0.19	.
surface_downward_northward_stress	0.3	.	vgos	0.16	.	density_WOA_clim	0.13	.
vgos	0.26	.	density_WOA_clim	0.12	.	sla	0.13	.
ugosa	0.25	.	sla	0.09	.	northward_wind	0.13	.
surface_downward_eastward_stress	0.22	-0.03	sss	0.04	.	sss	0.13	.
sss	0.18	.	surface_downward_eastward_stress	0.02	.	surface_downward_eastward_stress	0.12	.
phosphate_WOA_clim	0.05	.	phosphate_WOA_clim	0.01	.	AOU_WOA_clim	.	.
AOU_WOA_clim	0.03	.	AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.
wind_stress	0.03	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
O2	0.02	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
Si	0.01	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
PO4	0.01	.	nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.
PP	0.01	.	silicate_WOA_clim	.	.	silicate_WOA_clim	.	.
oxygen_WOA_clim	.	.	Si	.	.	Si	.	.
salinity_WOA_clim	.	.	NO3	.	.	NO3	.	.
conductivity_WOA_clim	.	.	CHL	.	.	CHL	.	.
nitrate_WOA_clim	.	.	PHYC	.	.	PHYC	.	.
silicate_WOA_clim	.	.	PO4	.	.	PO4	.	.
NO3	.	.	O2	.	.	O2	.	.
CHL	.	.	sst	.	.	sst	.	.
PHYC	.	.	PP	.	.	PP	.	.
sst	.	.	wind_stress	.	.	wind_stress	.	.

KM1602 small

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.83	0.071	par	0.46	.	eastward_wind	0.58	-0.009
par_6	0.69	0.078	par_6	0.46	0.002	par	0.52	0.002
par	0.61	0.062	par_3	0.41	.	surface_downward_northward_stress	0.51	0.002
par_9	0.59	0.072	par_9	0.4	0.008	vgosa	0.47	.
par_12	0.47	0.003	par_12	0.38	.	par_3	0.44	.
eastward_wind	0.44	-0.005	wind_speed	0.34	0.003	par_12	0.41	-0.002
Fe	0.37	.	surface_downward_northward_stress	0.27	.	ugosa	0.37	0.005
wind_speed	0.35	.	Fe	0.24	.	par_9	0.36	.
vgosa	0.28	.	eastward_wind	0.19	.	par_6	0.29	.
ugos	0.28	0.026	vgosa	0.16	.	Fe	0.29	.
surface_downward_northward_stress	0.28	.	ugos	0.13	.	wind_speed	0.22	-0.001
ugosa	0.22	.	ugosa	0.12	.	ugos	0.2	.
o2sat_WOA_clim	0.2	.	northward_wind	0.12	.	sss_cruise	0.16	.
sss_cruise	0.14	0.025	o2sat_WOA_clim	0.08	.	o2sat_WOA_clim	0.09	.
sst_cruise	0.14	-0.044	sss_cruise	0.07	.	vgos	0.09	.
northward_wind	0.11	.	sst_cruise	0.07	.	northward_wind	0.08	.
vgos	0.1	.	vgos	0.07	.	sst_cruise	0.06	.
sla	0.09	.	density_WOA_clim	0.03	.	density_WOA_clim	0.05	.
density_WOA_clim	0.06	.	sla	0.02	.	sla	0.05	.
surface_downward_eastward_stress	0.06	.	phosphate_WOA_clim	0.01	.	surface_downward_eastward_stress	0.03	.
sss	0.04	.	sss	0.01	.	sss	0.02	.
phosphate_WOA_clim	0.01	.	AOU_WOA_clim	.	.	AOU_WOA_clim	.	.
sst	0.01	.	oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.
AOU_WOA_clim	.	.	salinity_WOA_clim	.	.	salinity_WOA_clim	.	.
oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.
salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.
conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.
nitrate_WOA_clim	.	.	Si	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	NO3	.	.	Si	.	.
Si	.	.	CHL	.	.	NO3	.	.
NO3	.	.	PHYC	.	.	CHL	.	.
CHL	.	.	PO4	.	.	PHYC	.	.
PHYC	.	.	O2	.	.	PO4	.	.
PO4	.	.	sst	.	.	O2	.	.
O2	.	.	PP	.	.	sst	.	.
PP	.	.	wind_stress	.	.	PP	.	.
wind_stress	.	.	surface_downward_eastward_stress	.	.	wind_stress	.	.

KM1602 pro2

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.63	0.039	par_3	0.58	-0.061	surface_downward_northward_stress	0.52	0.004
par_9	0.59	0.07	par	0.54	-0.068	eastward_wind	0.46	-0.024
par_6	0.58	0.106	par_6	0.29	.	par	0.41	0.008
par	0.5	0.074	surface_downward_northward_stress	0.26	.	par_12	0.41	-0.001
par_12	0.36	0.023	par_9	0.22	.	par_3	0.34	.
Fe	0.29	0.001	par_12	0.22	-0.014	par_6	0.32	.
eastward_wind	0.18	.	Fe	0.22	.	Fe	0.27	0.012
wind_speed	0.18	.	wind_speed	0.22	.	vgosa	0.25	-0.001
ugos	0.15	0.004	ugosa	0.12	.	par_9	0.24	0.001
vgosa	0.13	-0.013	northward_wind	0.12	.	wind_speed	0.14	.
ugosa	0.13	.	ugos	0.08	.	ugosa	0.11	.
surface_downward_northward_stress	0.12	.	vgosa	0.06	.	northward_wind	0.09	.
sss_cruise	0.09	0.016	eastward_wind	0.06	.	ugos	0.08	.
sst_cruise	0.08	.	o2sat_WOA_clim	0.04	.	sss_cruise	0.05	.
o2sat_WOA_clim	0.06	.	vgos	0.03	.	o2sat_WOA_clim	0.03	.
vgos	0.04	.	sss_cruise	0.02	.	vgos	0.03	.
northward_wind	0.04	.	sla	0.01	.	sla	0.03	.
sla	0.02	.	wind_stress	0.01	.	sss	0.02	.
sss	0.02	.	sss	0.01	.	AOU_WOA_clim	.	.
wind_stress	0.01	.	AOU_WOA_clim	.	.	density_WOA_clim	.	.
AOU_WOA_clim	.	.	density_WOA_clim	.	.	oxygen_WOA_clim	.	.
density_WOA_clim	.	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.
nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.
phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.	sst_cruise	.	.
silicate_WOA_clim	.	.	sst_cruise	.	.	Si	.	.
Si	.	.	Si	.	.	NO3	.	.
NO3	.	.	NO3	.	.	CHL	.	.
CHL	.	.	CHL	.	.	PHYC	.	.
PHYC	.	.	PHYC	.	.	PO4	.	.
PO4	.	.	PO4	.	.	O2	.	.
O2	.	.	O2	.	.	sst	.	.
sst	.	.	sst	.	.	PP	.	.
PP	.	.	PP	.	.	wind_stress	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.

KM1602 rest2_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
Fe	0.45	-0.09	par_6	0.42	-0.005	vgosa	0.38	-0.003
par_9	0.36	0.043	par_3	0.31	-0.006	par_9	0.3	.
par_3	0.33	.	surface_downward_northward_stress	0.31	-0.024	par_12	0.28	.
par	0.3	.	par	0.3	-0.001	surface_downward_northward_stress	0.27	.
eastward_wind	0.28	0.114	eastward_wind	0.26	0.008	par_6	0.26	.
par_12	0.24	.	wind_speed	0.21	.	par	0.25	.
ugosa	0.2	.	par_9	0.2	.	Fe	0.22	.
vgosa	0.19	.	par_12	0.2	.	par_3	0.21	.
surface_downward_northward_stress	0.17	.	northward_wind	0.2	.	wind_speed	0.21	.
par_6	0.16	.	Fe	0.18	.	ugosa	0.19	.
wind_speed	0.09	.	ugosa	0.16	.	northward_wind	0.18	.
northward_wind	0.07	.	ugos	0.1	.	ugos	0.14	.
vgos	0.05	.	vgosa	0.09	.	eastward_wind	0.14	.
o2sat_WOA_clim	0.03	.	sss	0.08	.	sss_cruise	0.05	.
ugos	0.03	.	sss_cruise	0.07	.	vgos	0.04	.
sla	0.02	.	vgos	0.05	.	sla	0.02	.
AOU_WOA_clim	0.01	.	sla	0.03	.	density_WOA_clim	0.01	.
wind_stress	0.01	.	density_WOA_clim	0.02	.	phosphate_WOA_clim	0.01	.
sss	0.01	.	o2sat_WOA_clim	0.02	.	sst_cruise	0.01	.
density_WOA_clim	.	.	phosphate_WOA_clim	0.01	.	sss	0.01	.
oxygen_WOA_clim	.	.	AOU_WOA_clim	.	.	AOU_WOA_clim	.	.
salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.	o2sat_WOA_clim	.	.
conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.
nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.
phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.
silicate_WOA_clim	.	.	silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.
sss_cruise	.	.	sst_cruise	.	.	silicate_WOA_clim	.	.
sst_cruise	.	.	Si	.	.	Si	.	.
Si	.	.	NO3	.	.	NO3	.	.
NO3	.	.	CHL	.	.	CHL	.	.
CHL	.	.	PHYC	.	.	PHYC	.	.
PHYC	.	.	PO4	.	.	PO4	.	.
PO4	.	.	O2	.	.	O2	.	.
O2	.	.	sst	.	.	sst	.	.
sst	.	.	PP	.	.	PP	.	.
PP	.	.	wind_stress	.	.	wind_stress	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.

KOK1604 pico2_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.343	0.089	par_3	0.485	-0.041	ugos	0.404	-0.035
par_9	0.343	0.085	par_6	0.485	-0.047	par	0.333	0.124
par_12	0.283	0.123	ugos	0.242	.	par_6	0.333	-0.041
par	0.273	0.125	wind_stress	0.202	0.007	par_9	0.141	0.045
ugos	0.253	-0.005	vgosa	0.192	0.012	par_12	0.121	0.012
par_6	0.222	0.112	par_9	0.182	.	vgosa	0.091	0.003
vgosa	0.131	0.025	par	0.172	.	ugosa	0.04	.
wind_stress	0.081	.	ugosa	0.162	.	par_3	0.03	.
ugosa	0.061	.	par_12	0.131	0.013	wind_stress	0.02	.
Fe	0.051	.	Fe	0.081	0.05	Fe	0.01	.
vgos	0.02	.	surface_downward_northward_stress	0.051	.	northward_wind	0.01	.
surface_downward_eastward_stress	0.01	.	vgos	0.02	.	AOU_WOA_clim	.	.
AOU_WOA_clim	.	.	sss	0.02	.	density_WOA_clim	.	.
density_WOA_clim	.	.	density_WOA_clim	0.01	.	o2sat_WOA_clim	.	.
o2sat_WOA_clim	.	.	surface_downward_eastward_stress	0.01	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	AOU_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	o2sat_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	salinity_WOA_clim	.	.	phosphate_WOA_clim	.	.
phosphate_WOA_clim	.	.	conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.	sss_cruise	.	.
sss_cruise	.	.	phosphate_WOA_clim	.	.	sst_cruise	.	.
sst_cruise	.	.	silicate_WOA_clim	.	.	Si	.	.
Si	.	.	sss_cruise	.	.	NO3	.	.
NO3	.	.	sst_cruise	.	.	CHL	.	.
CHL	.	.	Si	.	.	PHYC	.	.
PHYC	.	.	NO3	.	.	PO4	.	.
PO4	.	.	CHL	.	.	O2	.	.
O2	.	.	PHYC	.	.	sst	.	.
sst	.	.	PO4	.	.	PP	.	.
PP	.	.	O2	.	.	vgos	.	.
sla	.	.	sst	.	.	sla	.	.
eastward_wind	.	.	PP	.	.	eastward_wind	.	.
wind_speed	.	.	sla	.	.	surface_downward_eastward_stress	.	.
surface_downward_northward_stress	.	.	eastward_wind	.	.	wind_speed	.	.
northward_wind	.	.	wind_speed	.	.	surface_downward_northward_stress	.	.
sss	.	.	northward_wind	.	.	sss	.	.

KOK1604 small

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.758	0.039	par_6	0.556	0.042	par_6	0.121	0.002
par_6	0.586	0.072	par	0.212	-0.018	par_12	0.04	.
par_12	0.394	-0.017	par_3	0.111	.	wind_stress	0.04	.
par	0.333	0.041	ugos	0.071	0.005	par	0.03	.
ugos	0.242	-0.011	wind_stress	0.051	.	par_3	0.02	.
wind_stress	0.192	-0.025	vgosa	0.04	.	ugosa	0.01	.
par_9	0.04	.	par_12	0.03	.	surface_downward_northward_stress	0.01	.
vgosa	0.04	.	par_9	0.02	.	AOU_WOA_clim	.	.
Fe	0.01	.	ugosa	0.02	.	density_WOA_clim	.	.
vgos	0.01	.	AOU_WOA_clim	.	.	o2sat_WOA_clim	.	.
AOU_WOA_clim	.	.	density_WOA_clim	.	.	oxygen_WOA_clim	.	.
density_WOA_clim	.	.	o2sat_WOA_clim	.	.	salinity_WOA_clim	.	.
o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.
oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.
salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.
conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.
nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.	sss_cruise	.	.
phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.	sst_cruise	.	.
silicate_WOA_clim	.	.	sss_cruise	.	.	par_9	.	.
sss_cruise	.	.	sst_cruise	.	.	Si	.	.
sst_cruise	.	.	Si	.	.	NO3	.	.
Si	.	.	NO3	.	.	CHL	.	.
NO3	.	.	CHL	.	.	PHYC	.	.
CHL	.	.	PHYC	.	.	PO4	.	.
PHYC	.	.	PO4	.	.	O2	.	.
PO4	.	.	O2	.	.	sst	.	.
O2	.	.	sst	.	.	Fe	.	.
sst	.	.	Fe	.	.	PP	.	.
PP	.	.	PP	.	.	vgosa	.	.
sla	.	.	vgos	.	.	vgos	.	.
ugosa	.	.	sla	.	.	sla	.	.
eastward_wind	.	.	eastward_wind	.	.	ugos	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	eastward_wind	.	.
wind_speed	.	.	wind_speed	.	.	surface_downward_eastward_stress	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	wind_speed	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1604 bg

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.515	-0.045	par	0.414	-0.015	vgosa	0.182	-0.052
par_6	0.434	.	par_6	0.364	0.099	par_12	0.162	.
par	0.081	.	par_3	0.162	0.02	par_3	0.121	.
ugos	0.081	0.022	ugos	0.081	.	ugosa	0.091	.
wind_stress	0.071	.	vgosa	0.04	.	ugos	0.091	.
vgosa	0.051	.	par_12	0.02	.	par	0.061	0
par_12	0.04	.	ugosa	0.01	.	wind_stress	0.061	0.014
ugosa	0.02	.	wind_stress	0.01	.	par_6	0.03	.
par_9	0.01	.	AOU_WOA_clim	.	.	par_9	0.01	.
vgos	0.01	.	density_WOA_clim	.	.	AOU_WOA_clim	.	.
surface_downward_northward_stress	0.01	.	o2sat_WOA_clim	.	.	density_WOA_clim	.	.
AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.	o2sat_WOA_clim	.	.
density_WOA_clim	.	.	salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.
o2sat_WOA_clim	.	.	conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.
oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.
salinity_WOA_clim	.	.	phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.
conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.
nitrate_WOA_clim	.	.	sss_cruise	.	.	silicate_WOA_clim	.	.
phosphate_WOA_clim	.	.	sst_cruise	.	.	sss_cruise	.	.
silicate_WOA_clim	.	.	par_9	.	.	sst_cruise	.	.
sss_cruise	.	.	Si	.	.	Si	.	.
sst_cruise	.	.	NO3	.	.	NO3	.	.
Si	.	.	CHL	.	.	CHL	.	.
NO3	.	.	PHYC	.	.	PHYC	.	.
CHL	.	.	PO4	.	.	PO4	.	.
PHYC	.	.	O2	.	.	O2	.	.
PO4	.	.	sst	.	.	sst	.	.
O2	.	.	Fe	.	.	Fe	.	.
sst	.	.	PP	.	.	PP	.	.
Fe	.	.	vgos	.	.	vgos	.	.
PP	.	.	sla	.	.	sla	.	.
sla	.	.	eastward_wind	.	.	eastward_wind	.	.
eastward_wind	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
surface_downward_eastward_stress	.	.	wind_speed	.	.	wind_speed	.	.
wind_speed	.	.	surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1604 bead

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_12	0.525	0.052	par_9	0.404	0.018	par	0.616	-0.03
par_9	0.313	0.015	par_6	0.232	.	vgosa	0.455	-0.01
par	0.182	.	par_12	0.202	0.002	par_9	0.343	0
par_6	0.131	0.006	vgosa	0.141	.	par_3	0.283	-0.003
vgosa	0.101	.	par	0.121	-0.007	ugos	0.162	.
par_3	0.071	.	ugos	0.121	0.005	wind_stress	0.141	.
wind_stress	0.061	.	par_3	0.081	.	ugosa	0.111	.
Fe	0.04	.	wind_stress	0.081	.	par_12	0.091	.
ugos	0.02	.	vgos	0.02	.	par_6	0.04	.
AOU_WOA_clim	.	.	AOU_WOA_clim	.	.	Fe	0.02	.
density_WOA_clim	.	.	density_WOA_clim	.	.	vgos	0.01	.
o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.	AOU_WOA_clim	.	.
oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.	density_WOA_clim	.	.
salinity_WOA_clim	.	.	salinity_WOA_clim	.	.	o2sat_WOA_clim	.	.
conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.
nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.	salinity_WOA_clim	.	.
phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.	conductivity_WOA_clim	.	.
silicate_WOA_clim	.	.	silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.
sss_cruise	.	.	sss_cruise	.	.	phosphate_WOA_clim	.	.
sst_cruise	.	.	sst_cruise	.	.	silicate_WOA_clim	.	.
Si	.	.	Si	.	.	sss_cruise	.	.
NO3	.	.	NO3	.	.	sst_cruise	.	.
CHL	.	.	CHL	.	.	Si	.	.
PHYC	.	.	PHYC	.	.	NO3	.	.
PO4	.	.	PO4	.	.	CHL	.	.
O2	.	.	O2	.	.	PHYC	.	.
sst	.	.	sst	.	.	PO4	.	.
PP	.	.	Fe	.	.	O2	.	.
vgos	.	.	PP	.	.	sst	.	.
sla	.	.	sla	.	.	PP	.	.
ugosa	.	.	ugosa	.	.	sla	.	.
eastward_wind	.	.	eastward_wind	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
wind_speed	.	.	wind_speed	.	.	wind_speed	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1604 rest1_2

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.232	-0.014	par	0.192	-0.039	par_12	0.111	.
par_6	0.182	-0.028	vgosa	0.182	0.051	par_3	0.101	-0.01
par_9	0.152	-0.043	par_6	0.131	.	ugos	0.091	-0.025
vgosa	0.141	-0.012	par_12	0.091	.	par_9	0.081	0.013
par_12	0.131	0.029	par_3	0.04	.	vgosa	0.071	.
wind_stress	0.111	0.052	wind_stress	0.03	.	wind_stress	0.051	.
ugos	0.051	.	ugosa	0.01	.	par	0.04	-0.003
par	0.04	.	ugos	0.01	.	par_6	0.03	.
Fe	0.01	.	AOU_WOA_clim	.	.	AOU_WOA_clim	.	.
ugosa	0.01	.	density_WOA_clim	.	.	density_WOA_clim	.	.
AOU_WOA_clim	.	.	o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.
density_WOA_clim	.	.	oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.
o2sat_WOA_clim	.	.	salinity_WOA_clim	.	.	salinity_WOA_clim	.	.
oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.
salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.
conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.
nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.	silicate_WOA_clim	.	.
phosphate_WOA_clim	.	.	sss_cruise	.	.	sss_cruise	.	.
silicate_WOA_clim	.	.	sst_cruise	.	.	sst_cruise	.	.
sss_cruise	.	.	par_9	.	.	Si	.	.
sst_cruise	.	.	Si	.	.	NO3	.	.
Si	.	.	NO3	.	.	CHL	.	.
NO3	.	.	CHL	.	.	PHYC	.	.
CHL	.	.	PHYC	.	.	PO4	.	.
PHYC	.	.	PO4	.	.	O2	.	.
PO4	.	.	O2	.	.	sst	.	.
O2	.	.	sst	.	.	Fe	.	.
sst	.	.	Fe	.	.	PP	.	.
PP	.	.	PP	.	.	vgos	.	.
vgos	.	.	vgos	.	.	sla	.	.
sla	.	.	sla	.	.	ugosa	.	.
eastward_wind	.	.	eastward_wind	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
wind_speed	.	.	wind_speed	.	.	wind_speed	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1604 pico1_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	1	0.114	par_6	0.909	0.211	par	1	0.185
par_6	0.97	0.249	par	0.818	-0.01	par_9	0.758	0.036
par	0.96	0.184	wind_stress	0.788	0.069	ugos	0.657	.
par_9	0.909	0.043	ugos	0.717	0.037	par_3	0.465	0.005
wind_stress	0.838	-0.065	par_9	0.606	0.02	par_6	0.424	0.082
ugos	0.576	-0.019	par_3	0.566	-0.03	wind_stress	0.374	-0.003
Fe	0.414	-0.061	par_12	0.444	-0.01	par_12	0.343	-0.014
vgosa	0.404	-0.033	vgosa	0.354	.	vgosa	0.343	.
par_12	0.394	-0.022	Fe	0.212	.	wind_speed	0.091	.
sss	0.111	0.191	surface_downward_northward_stress	0.111	.	ugosa	0.071	.
vgos	0.081	.	surface_downward_eastward_stress	0.071	.	Fe	0.03	.
surface_downward_northward_stress	0.061	.	ugosa	0.03	.	surface_downward_northward_stress	0.02	.
surface_downward_eastward_stress	0.04	.	vgos	0.01	.	AOU_WOA_clim	.	.
o2sat_WOA_clim	0.02	.	sss	0.01	.	density_WOA_clim	.	.
ugosa	0.01	.	AOU_WOA_clim	.	.	o2sat_WOA_clim	.	.
northward_wind	0.01	.	density_WOA_clim	.	.	oxygen_WOA_clim	.	.
AOU_WOA_clim	.	.	o2sat_WOA_clim	.	.	salinity_WOA_clim	.	.
density_WOA_clim	.	.	oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.
oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.
salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.
conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.
nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.	sss_cruise	.	.
phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.	sst_cruise	.	.
silicate_WOA_clim	.	.	sss_cruise	.	.	Si	.	.
sss_cruise	.	.	sst_cruise	.	.	NO3	.	.
sst_cruise	.	.	Si	.	.	CHL	.	.
Si	.	.	NO3	.	.	PHYC	.	.
NO3	.	.	CHL	.	.	PO4	.	.
CHL	.	.	PHYC	.	.	O2	.	.
PHYC	.	.	PO4	.	.	sst	.	.
PO4	.	.	O2	.	.	PP	.	.
O2	.	.	sst	.	.	vgos	.	.
sst	.	.	PP	.	.	sla	.	.
PP	.	.	sla	.	.	eastward_wind	.	.
sla	.	.	eastward_wind	.	.	surface_downward_eastward_stress	.	.
eastward_wind	.	.	wind_speed	.	.	northward_wind	.	.
wind_speed	.	.	northward_wind	.	.	sss	.	.

KOK1604 rest1_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.394	.	vgosa	0.313	.	ugos	0.152	.
par_12	0.333	.	par	0.162	.	par_9	0.141	.
par_3	0.313	-0.13	par_3	0.081	.	par_12	0.121	.
par_9	0.263	.	par_12	0.081	.	par_3	0.081	.
vgosa	0.222	.	par_6	0.071	.	par_6	0.061	.
wind_stress	0.192	.	par_9	0.051	.	par	0.051	.
par	0.091	-0.002	ugos	0.04	.	vgosa	0.051	.
ugos	0.03	.	wind_stress	0.02	.	ugosa	0.02	.
Fe	0.02	.	ugosa	0.01	.	wind_stress	0.02	.
AOU_WOA_clim	.	.	AOU_WOA_clim	.	.	AOU_WOA_clim	.	.
density_WOA_clim	.	.	density_WOA_clim	.	.	density_WOA_clim	.	.
o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.	salinity_WOA_clim	.	.	salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.	silicate_WOA_clim	.	.	silicate_WOA_clim	.	.
sss_cruise	.	.	sss_cruise	.	.	sss_cruise	.	.
sst_cruise	.	.	sst_cruise	.	.	sst_cruise	.	.
Si	.	.	Si	.	.	Si	.	.
NO3	.	.	NO3	.	.	NO3	.	.
CHL	.	.	CHL	.	.	CHL	.	.
PHYC	.	.	PHYC	.	.	PHYC	.	.
PO4	.	.	PO4	.	.	PO4	.	.
O2	.	.	O2	.	.	O2	.	.
sst	.	.	sst	.	.	sst	.	.
PP	.	.	Fe	.	.	Fe	.	.
vgos	.	.	PP	.	.	PP	.	.
sla	.	.	vgos	.	.	vgos	.	.
ugosa	.	.	sla	.	.	sla	.	.
eastward_wind	.	.	eastward_wind	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
wind_speed	.	.	wind_speed	.	.	wind_speed	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1604 rest2_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.232	.	par	0.394	-0.023	par_3	0.081	.
ugos	0.182	.	par_6	0.091	.	par_6	0.071	.
par_6	0.141	.	par_12	0.051	.	par	0.03	.
par	0.101	.	vgosa	0.051	.	par_9	0.02	.
par_12	0.101	.	wind_stress	0.03	.	par_12	0.02	.
vgosa	0.091	-0.022	par_3	0.02	.	vgosa	0.02	.
wind_stress	0.061	.	ugos	0.02	.	wind_stress	0.02	.
par_9	0.04	.	ugosa	0.01	.	ugosa	0.01	.
ugosa	0.04	.	AOU_WOA_clim	.	.	ugos	0.01	.
vgos	0.02	.	density_WOA_clim	.	.	AOU_WOA_clim	.	.
o2sat_WOA_clim	0.01	.	o2sat_WOA_clim	.	.	density_WOA_clim	.	.
AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.	o2sat_WOA_clim	.	.
density_WOA_clim	.	.	salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.
phosphate_WOA_clim	.	.	sss_cruise	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	sst_cruise	.	.	sss_cruise	.	.
sss_cruise	.	.	par_9	.	.	sst_cruise	.	.
sst_cruise	.	.	Si	.	.	Si	.	.
Si	.	.	NO3	.	.	NO3	.	.
NO3	.	.	CHL	.	.	CHL	.	.
CHL	.	.	PHYC	.	.	PHYC	.	.
PHYC	.	.	PO4	.	.	PO4	.	.
PO4	.	.	O2	.	.	O2	.	.
O2	.	.	sst	.	.	sst	.	.
sst	.	.	Fe	.	.	Fe	.	.
Fe	.	.	PP	.	.	PP	.	.
PP	.	.	vgos	.	.	vgos	.	.
sla	.	.	sla	.	.	sla	.	.
eastward_wind	.	.	eastward_wind	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
wind_speed	.	.	wind_speed	.	.	wind_speed	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1604 pico3_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.253	0.057	par_12	0.182	-0.055	par	0.263	-0.018
ugos	0.182	0.016	par	0.141	.	par_12	0.101	0.005
par	0.131	.	vgosa	0.141	-0.024	par_6	0.091	.
par_3	0.071	.	wind_stress	0.081	-0.001	vgosa	0.061	.
par_12	0.051	.	par_3	0.04	.	ugos	0.04	.
vgosa	0.051	.	ugosa	0.04	.	par_3	0.03	.
wind_stress	0.051	-0.01	ugos	0.03	.	par_9	0.03	.
par_9	0.03	.	par_6	0.02	.	ugosa	0.02	.
ugosa	0.03	.	par_9	0.01	.	wind_stress	0.02	-0.008
Fe	0.01	.	AOU_WOA_clim	.	.	AOU_WOA_clim	.	.
AOU_WOA_clim	.	.	density_WOA_clim	.	.	density_WOA_clim	.	.
density_WOA_clim	.	.	o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.
o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.
phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	sss_cruise	.	.	sss_cruise	.	.
sss_cruise	.	.	sst_cruise	.	.	sst_cruise	.	.
sst_cruise	.	.	Si	.	.	Si	.	.
Si	.	.	NO3	.	.	NO3	.	.
NO3	.	.	CHL	.	.	CHL	.	.
CHL	.	.	PHYC	.	.	PHYC	.	.
PHYC	.	.	PO4	.	.	PO4	.	.
PO4	.	.	O2	.	.	O2	.	.
O2	.	.	sst	.	.	sst	.	.
sst	.	.	Fe	.	.	Fe	.	.
PP	.	.	PP	.	.	PP	.	.
vgos	.	.	vgos	.	.	vgos	.	.
sla	.	.	sla	.	.	sla	.	.
eastward_wind	.	.	eastward_wind	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
wind_speed	.	.	wind_speed	.	.	wind_speed	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1604 pro1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par	1	0.102	par	1	-0.103	par_6	0.818	0.008
par_3	1	0.129	par_6	1	0.15	wind_stress	0.293	-0.003
par_6	1	0.185	wind_stress	0.798	-0.06	par_12	0.253	.
wind_stress	0.98	-0.121	par_12	0.606	0.064	par	0.172	-0.001
par_12	0.818	-0.02	par_3	0.576	0.024	par_9	0.141	.
ugos	0.687	-0.045	ugos	0.566	.	surface_downward_northward_stress	0.121	0.004
par_9	0.616	.	par_9	0.455	-0.066	ugos	0.111	.
vgos	0.465	-0.043	vgosa	0.404	-0.005	par_3	0.081	.
Fe	0.434	-0.057	ugosa	0.061	.	Fe	0.081	0.004
surface_downward_northward_stress	0.414	0.059	vgos	0.051	-0.017	vgosa	0.04	.
vgosa	0.313	.	Fe	0.02	.	ugosa	0.02	.
o2sat_WOA_clim	0.212	0.217	surface_downward_northward_stress	0.01	.	AOU_WOA_clim	.	.
sss	0.101	.	AOU_WOA_clim	.	.	density_WOA_clim	.	.
ugosa	0.091	.	density_WOA_clim	.	.	o2sat_WOA_clim	.	.
northward_wind	0.04	.	o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.
density_WOA_clim	0.02	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
wind_speed	0.02	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
oxygen_WOA_clim	0.01	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
phosphate_WOA_clim	0.01	.	nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.
sla	0.01	.	phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.
AOU_WOA_clim	.	.	silicate_WOA_clim	.	.	sss_cruise	.	.
salinity_WOA_clim	.	.	sss_cruise	.	.	sst_cruise	.	.
conductivity_WOA_clim	.	.	sst_cruise	.	.	Si	.	.
nitrate_WOA_clim	.	.	Si	.	.	NO3	.	.
silicate_WOA_clim	.	.	NO3	.	.	CHL	.	.
sss_cruise	.	.	CHL	.	.	PHYC	.	.
sst_cruise	.	.	PHYC	.	.	PO4	.	.
Si	.	.	PO4	.	.	O2	.	.
NO3	.	.	O2	.	.	sst	.	.
CHL	.	.	sst	.	.	PP	.	.
PHYC	.	.	PP	.	.	vgos	.	.
PO4	.	.	sla	.	.	sla	.	.
O2	.	.	eastward_wind	.	.	eastward_wind	.	.
sst	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
PP	.	.	wind_speed	.	.	wind_speed	.	.
eastward_wind	.	.	northward_wind	.	.	northward_wind	.	.
surface_downward_eastward_stress	.	.	sss	.	.	sss	.	.

KOK1606 rest1_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
PP	0.93	0.047	par	0.78	-0.053	PP	0.93	0.144
sla	0.84	-0.049	par_12	0.73	0.014	par	0.87	-0.032
AOU_WOA_clim	0.7	-0.055	sss	0.68	-0.135	sla	0.73	0.019
par_3	0.66	-0.016	sst_cruise	0.66	-0.141	surface_downward_northward_stress	0.66	.
surface_downward_northward_stress	0.65	0.008	phosphate_WOA_clim	0.64	.	par_9	0.61	0.007
wind_speed	0.57	-0.034	surface_downward_northward_stress	0.58	0.005	vgos	0.55	-0.002
par	0.56	0.003	ugos	0.57	0.024	wind_speed	0.54	0.021
par_6	0.56	-0.008	PO4	0.53	0.081	par_6	0.53	.
vgos	0.55	.	Fe	0.47	.	ugosa	0.51	0.017
par_12	0.5	0.006	PP	0.44	0.021	Fe	0.48	-0.031
ugos	0.48	-0.003	par_3	0.37	-0.004	density_WOA_clim	0.44	0.002
density_WOA_clim	0.46	-0.045	par_6	0.36	.	par_12	0.44	.
o2sat_WOA_clim	0.46	0.063	AOU_WOA_clim	0.35	-0.004	par_3	0.41	-0.017
phosphate_WOA_clim	0.39	-0.011	par_9	0.31	.	AOU_WOA_clim	0.28	.
sss	0.39	-0.039	vgos	0.31	.	vgosa	0.26	.
sst_cruise	0.34	-0.016	sla	0.29	.	eastward_wind	0.25	.
par_9	0.34	.	ugosa	0.27	.	sst_cruise	0.23	-0.002
surface_downward_eastward_stress	0.32	.	wind_speed	0.27	.	surface_downward_eastward_stress	0.22	.
vgosa	0.3	0.007	vgosa	0.25	.	o2sat_WOA_clim	0.2	.
sss_cruise	0.24	-0.053	northward_wind	0.2	.	O2	0.19	.
wind_stress	0.21	.	density_WOA_clim	0.19	.	northward_wind	0.18	-0.012
Fe	0.17	.	o2sat_WOA_clim	0.15	.	phosphate_WOA_clim	0.16	0.01
northward_wind	0.16	.	sst	0.15	.	sss	0.15	.
PO4	0.14	0.002	eastward_wind	0.13	.	ugos	0.11	.
ugosa	0.11	.	O2	0.12	.	oxygen_WOA_clim	0.1	.
eastward_wind	0.11	.	surface_downward_eastward_stress	0.08	0.001	wind_stress	0.1	.
O2	0.07	.	wind_stress	0.05	.	nitrate_WOA_clim	0.02	.
sst	0.06	.	nitrate_WOA_clim	0.04	.	sst	0.02	.
NO3	0.03	.	sss_cruise	0.03	.	NO3	0.01	.
silicate_WOA_clim	0.02	.	oxygen_WOA_clim	0.01	.	PO4	0.01	.
oxygen_WOA_clim	0.01	.	NO3	0.01	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.
nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.	sss_cruise	.	.
Si	.	.	Si	.	.	Si	.	.
CHL	.	.	CHL	.	.	CHL	.	.
PHYC	.	.	PHYC	.	.	PHYC	.	.

KOK1606 bg2

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.7	-0.09	PP	0.76	.	par_9	0.69	.
AOU_WOA_clim	0.57	-0.268	par	0.51	.	PP	0.59	0.207
par_3	0.53	-0.048	ugos	0.5	.	sla	0.54	.
PP	0.51	-0.007	sst_cruise	0.42	.	par	0.51	.
sla	0.5	-0.191	par_12	0.42	.	vgos	0.5	0
vgos	0.49	0.021	vgos	0.42	.	AOU_WOA_clim	0.39	.
wind_speed	0.49	.	Fe	0.41	.	Fe	0.35	.
par_12	0.36	.	phosphate_WOA_clim	0.4	.	northward_wind	0.34	.
par	0.35	.	par_3	0.31	.	par_12	0.32	-0.002
surface_downward_northward_stress	0.35	0.002	par_9	0.31	-0.01	surface_downward_northward_stress	0.31	.
par_9	0.33	.	PO4	0.29	.	wind_stress	0.3	.
northward_wind	0.3	0.02	sla	0.29	.	ugosa	0.29	.
vgosa	0.24	.	northward_wind	0.28	.	par_3	0.28	.
ugos	0.23	.	sss	0.27	.	wind_speed	0.26	0.029
phosphate_WOA_clim	0.22	.	vgosa	0.24	.	par_6	0.25	.
Fe	0.21	0.14	ugosa	0.24	.	phosphate_WOA_clim	0.19	.
ugosa	0.21	.	surface_downward_northward_stress	0.22	.	density_WOA_clim	0.17	.
surface_downward_eastward_stress	0.21	.	density_WOA_clim	0.21	.	ugos	0.16	0.046
density_WOA_clim	0.19	.	wind_speed	0.21	.	sss	0.16	-0.127
o2sat_WOA_clim	0.19	.	AOU_WOA_clim	0.19	0.131	sst_cruise	0.13	.
sst_cruise	0.17	.	par_6	0.19	-0.017	PO4	0.11	.
wind_stress	0.17	0.01	wind_stress	0.14	-0.144	o2sat_WOA_clim	0.09	.
sss	0.17	.	surface_downward_eastward_stress	0.07	.	vgosa	0.09	.
sss_cruise	0.12	.	o2sat_WOA_clim	0.06	.	surface_downward_eastward_stress	0.09	.
eastward_wind	0.11	.	O2	0.06	.	eastward_wind	0.08	.
PO4	0.09	.	sst	0.04	.	NO3	0.05	.
O2	0.06	.	eastward_wind	0.04	.	oxygen_WOA_clim	0.03	.
sst	0.05	.	sss_cruise	0.03	.	sss_cruise	0.02	.
oxygen_WOA_clim	0.03	.	PHYC	0.01	.	sst	0.02	.
nitrate_WOA_clim	0.01	.	oxygen_WOA_clim	.	.	O2	0.01	.
NO3	0.01	.	salinity_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.
silicate_WOA_clim	.	.	silicate_WOA_clim	.	.	silicate_WOA_clim	.	.
Si	.	.	Si	.	.	Si	.	.
CHL	.	.	NO3	.	.	CHL	.	.
PHYC	.	.	CHL	.	.	PHYC	.	.

KOK1606 bg1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
AOU_WOA_clim	0.81	.	PP	0.89	0.286	PP	0.59	0.101
PP	0.77	0.126	par_3	0.45	-0.001	surface_downward_northward_stress	0.53	0.121
par_9	0.43	.	vgos	0.45	.	ugosa	0.48	.
vgos	0.42	.	par_6	0.44	.	AOU_WOA_clim	0.42	.
sla	0.42	.	vgosa	0.44	0.013	par_6	0.38	.
par_6	0.38	-0.008	wind_speed	0.38	.	par_12	0.37	-0.004
surface_downward_northward_stress	0.35	.	ugos	0.33	0.032	sla	0.37	.
par_3	0.27	.	surface_downward_northward_stress	0.33	.	par_9	0.34	-0.053
par	0.26	.	northward_wind	0.31	-0.039	density_WOA_clim	0.33	.
par_12	0.23	.	phosphate_WOA_clim	0.28	.	vgos	0.33	.
sss	0.23	.	par_9	0.28	.	par_3	0.3	.
wind_speed	0.21	.	par	0.26	-0.005	sss	0.29	.
o2sat_WOA_clim	0.18	.	par_12	0.25	.	vgosa	0.28	.
wind_stress	0.17	.	sla	0.25	0.008	par	0.27	.
vgosa	0.15	.	ugosa	0.24	.	Fe	0.24	.
Fe	0.12	.	AOU_WOA_clim	0.2	.	wind_stress	0.24	.
surface_downward_eastward_stress	0.12	.	sst_cruise	0.12	.	eastward_wind	0.21	.
northward_wind	0.12	.	Fe	0.12	.	sst_cruise	0.19	.
ugosa	0.11	.	o2sat_WOA_clim	0.11	.	northward_wind	0.18	.
eastward_wind	0.09	.	density_WOA_clim	0.06	.	wind_speed	0.17	.
ugos	0.08	.	surface_downward_eastward_stress	0.06	.	o2sat_WOA_clim	0.12	.
density_WOA_clim	0.06	.	eastward_wind	0.04	.	phosphate_WOA_clim	0.11	.
phosphate_WOA_clim	0.05	.	wind_stress	0.03	.	ugos	0.08	.
sst_cruise	0.05	.	sss	0.03	.	surface_downward_eastward_stress	0.08	.
sss_cruise	0.04	.	silicate_WOA_clim	0.02	.	PO4	0.04	.
NO3	0.02	.	PO4	0.02	.	NO3	0.03	.
PO4	0.02	.	sst	0.02	.	O2	0.03	.
O2	0.01	.	oxygen_WOA_clim	.	.	sss_cruise	0.02	.
oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.	silicate_WOA_clim	0.01	.
salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.	sst	0.01	.
conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.	oxygen_WOA_clim	.	.
nitrate_WOA_clim	.	.	sss_cruise	.	.	salinity_WOA_clim	.	.
silicate_WOA_clim	.	.	Si	.	.	conductivity_WOA_clim	.	.
Si	.	.	NO3	.	.	nitrate_WOA_clim	.	.
CHL	.	.	CHL	.	.	Si	.	.
PHYC	.	.	PHYC	.	.	CHL	.	.
sst	.	.	O2	.	.	PHYC	.	.

KOK1606 bead

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
PP	0.73	0.1	PP	0.85	0.054	PP	0.85	0.115
vgosa	0.7	0.011	sla	0.58	0.003	par	0.76	-0.041
par_6	0.6	0.033	par_9	0.56	0.008	par_9	0.7	-0.02
eastward_wind	0.53	0.072	sss	0.55	-0.065	par_3	0.69	-0.007
northward_wind	0.52	0.004	vgos	0.51	-0.011	sla	0.59	0.009
wind_speed	0.47	-0.01	density_WOA_clim	0.47	.	AOU_WOA_clim	0.47	-0.003
density_WOA_clim	0.43	0.006	northward_wind	0.46	.	wind_speed	0.45	0.011
par	0.39	.	par	0.44	.	Fe	0.42	.
Fe	0.34	-0.016	par_3	0.42	.	vgos	0.39	.
surface_downward_northward_stress	0.33	.	wind_speed	0.39	.	surface_downward_northward_stress	0.35	-0.007
sla	0.3	.	par_6	0.36	-0.001	par_6	0.33	.
par_3	0.28	.	par_12	0.34	.	vgosa	0.32	.
ugos	0.28	.	ugosa	0.31	.	ugos	0.31	.
sst_cruise	0.24	.	ugos	0.26	.	par_12	0.3	.
par_9	0.23	.	surface_downward_northward_stress	0.21	.	northward_wind	0.25	-0.005
par_12	0.22	.	vgosa	0.2	.	density_WOA_clim	0.24	.
wind_stress	0.22	.	AOU_WOA_clim	0.13	.	o2sat_WOA_clim	0.24	.
vgos	0.19	.	PO4	0.13	.	ugosa	0.16	.
AOU_WOA_clim	0.16	.	wind_stress	0.12	.	eastward_wind	0.14	.
ugosa	0.08	.	sst_cruise	0.1	.	sst_cruise	0.1	.
o2sat_WOA_clim	0.07	.	phosphate_WOA_clim	0.09	.	PO4	0.1	.
sss_cruise	0.05	.	eastward_wind	0.08	.	sss_cruise	0.09	.
surface_downward_eastward_stress	0.05	.	Fe	0.06	.	NO3	0.08	.
Si	0.04	.	surface_downward_eastward_stress	0.06	.	surface_downward_eastward_stress	0.08	.
silicate_WOA_clim	0.03	.	sss_cruise	0.03	.	nitrate_WOA_clim	0.07	.
O2	0.03	.	sst	0.03	.	sss	0.07	.
sss	0.03	.	NO3	0.02	.	phosphate_WOA_clim	0.05	.
oxygen_WOA_clim	0.02	.	o2sat_WOA_clim	0.01	.	wind_stress	0.05	.
NO3	0.02	.	oxygen_WOA_clim	0.01	.	silicate_WOA_clim	0.03	.
nitrate_WOA_clim	0.01	.	nitrate_WOA_clim	0.01	.	O2	0.03	.
phosphate_WOA_clim	0.01	.	Si	0.01	.	oxygen_WOA_clim	0.02	.
PO4	0.01	.	O2	0.01	.	Si	0.01	.
sst	0.01	.	salinity_WOA_clim	.	.	sst	0.01	.
salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.	conductivity_WOA_clim	.	.
CHL	.	.	CHL	.	.	CHL	.	.
PHYC	.	.	PHYC	.	.	PHYC	.	.

KOK1606 pico1_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
sst_cruise	0.99	0.275	par	1	-0.097	par	1	0.053
par_3	0.99	0.04	sss	1	-0.398	sla	0.98	-0.028
surface_downward_eastward_stress	0.99	0.179	sla	0.98	-0.19	phosphate_WOA_clim	0.86	-0.03
par_6	0.97	0.051	par_3	0.95	-0.082	ugos	0.84	-0.005
par_9	0.97	0.029	sst_cruise	0.94	0.27	wind_speed	0.83	0.013
O2	0.94	-0.247	phosphate_WOA_clim	0.89	-0.187	PP	0.77	0.012
PP	0.91	0.099	PP	0.86	0.106	par_3	0.73	.
par	0.89	0.024	eastward_wind	0.85	0.126	par_9	0.65	0
vgos	0.86	-0.02	northward_wind	0.84	-0.072	eastward_wind	0.63	.
par_12	0.8	-0.005	vgos	0.81	-0.028	par_6	0.59	.
sla	0.8	-0.069	par_9	0.79	.	Fe	0.53	.
phosphate_WOA_clim	0.75	-0.085	par_12	0.78	-0.007	vgosa	0.53	-0.002
sss_cruise	0.64	0.021	surface_downward_northward_stress	0.74	-0.032	par_12	0.49	.
sst	0.63	-0.052	par_6	0.73	-0.01	AOU_WOA_clim	0.48	.
surface_downward_northward_stress	0.6	0.008	PO4	0.7	-0.248	surface_downward_northward_stress	0.48	.
ugosa	0.56	0.006	o2sat_WOA_clim	0.51	0.016	northward_wind	0.46	-0.003
wind_stress	0.45	.	sss_cruise	0.45	-0.075	sst	0.29	0.008
sss	0.45	.	wind_stress	0.45	.	density_WOA_clim	0.25	.
northward_wind	0.44	.	density_WOA_clim	0.44	0.003	o2sat_WOA_clim	0.24	.
silicate_WOA_clim	0.43	0.023	silicate_WOA_clim	0.44	.	vgos	0.24	.
wind_speed	0.43	.	ugos	0.43	-0.007	sst_cruise	0.23	.
NO3	0.41	.	wind_speed	0.43	0.001	PO4	0.23	.
density_WOA_clim	0.38	.	ugosa	0.37	.	sss_cruise	0.16	.
o2sat_WOA_clim	0.35	.	surface_downward_eastward_stress	0.22	.	wind_stress	0.14	.
oxygen_WOA_clim	0.35	.	vgosa	0.21	.	O2	0.11	.
ugos	0.35	.	sst	0.2	.	ugosa	0.09	.
eastward_wind	0.29	-0.034	Fe	0.19	.	sss	0.08	.
Fe	0.25	.	O2	0.18	.	oxygen_WOA_clim	0.07	.
AOU_WOA_clim	0.23	.	oxygen_WOA_clim	0.16	.	NO3	0.07	.
PO4	0.17	.	NO3	0.14	.	Si	0.03	.
CHL	0.1	.	AOU_WOA_clim	0.12	.	nitrate_WOA_clim	0.02	.
vgosa	0.09	.	Si	0.08	.	surface_downward_eastward_stress	0.02	.
Si	0.02	.	nitrate_WOA_clim	0.03	.	silicate_WOA_clim	0.01	.
PHYC	0.02	.	CHL	0.03	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	salinity_WOA_clim	0.02	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	conductivity_WOA_clim	0.01	.	CHL	.	.
nitrate_WOA_clim	.	.	PHYC	.	.	PHYC	.	.

KOK1606 rest2_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
PP	0.96	0.139	northward_wind	0.76	0.006	sst_cruise	1	-0.044
par_3	0.89	.	PP	0.74	0.019	surface_downward_northward_stress	0.98	0.006
par	0.83	-0.018	par	0.52	.	par	0.92	-0.003
sla	0.67	0.147	wind_speed	0.44	.	par_3	0.75	.
wind_speed	0.58	.	vgos	0.42	.	AOU_WOA_clim	0.65	.
par_12	0.57	.	density_WOA_clim	0.4	.	sla	0.64	0.021
vgosa	0.57	.	eastward_wind	0.36	0.003	phosphate_WOA_clim	0.59	0.011
par_9	0.39	.	par_3	0.35	-0.006	par_12	0.56	.
par_6	0.37	.	sst	0.32	.	wind_speed	0.42	.
density_WOA_clim	0.36	.	par_6	0.31	.	par_6	0.27	.
surface_downward_northward_stress	0.36	0.009	AOU_WOA_clim	0.3	.	vgos	0.25	.
northward_wind	0.24	.	sla	0.24	0.008	PP	0.23	.
sst_cruise	0.23	.	ugosa	0.19	.	ugosa	0.23	-0.001
surface_downward_eastward_stress	0.22	0.001	Fe	0.18	.	par_9	0.15	.
AOU_WOA_clim	0.19	.	par_9	0.16	.	surface_downward_eastward_stress	0.15	0.003
ugosa	0.17	.	vgosa	0.14	.	sss	0.13	.
vgos	0.16	.	par_12	0.12	.	vgosa	0.12	.
ugos	0.15	.	ugos	0.1	.	northward_wind	0.12	.
wind_stress	0.15	-0.026	surface_downward_eastward_stress	0.1	.	Fe	0.1	.
phosphate_WOA_clim	0.13	.	sss	0.06	.	eastward_wind	0.09	.
sss_cruise	0.1	.	surface_downward_northward_stress	0.05	.	ugos	0.07	.
eastward_wind	0.09	.	wind_stress	0.04	.	density_WOA_clim	0.02	.
o2sat_WOA_clim	0.07	0.009	silicate_WOA_clim	0.03	.	sss_cruise	0.02	.
PO4	0.07	.	phosphate_WOA_clim	0.02	.	NO3	0.02	.
Fe	0.06	.	o2sat_WOA_clim	0.01	.	O2	0.02	.
sst	0.05	.	sst_cruise	0.01	.	sst	0.01	.
sss	0.04	.	Si	0.01	.	o2sat_WOA_clim	.	.
silicate_WOA_clim	0.02	.	NO3	0.01	.	oxygen_WOA_clim	.	.
nitrate_WOA_clim	0.01	.	PO4	0.01	.	salinity_WOA_clim	.	.
NO3	0.01	.	oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.
O2	0.01	.	salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.
oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.
salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.	Si	.	.
conductivity_WOA_clim	.	.	sss_cruise	.	.	CHL	.	.
Si	.	.	CHL	.	.	PHYC	.	.
CHL	.	.	PHYC	.	.	PO4	.	.
PHYC	.	.	O2	.	.	wind_stress	.	.

KOK1606 pico3_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
PP	0.76	-0.1	PP	0.91	0.168	wind_speed	0.77	.
AOU_WOA_clim	0.68	.	ugosa	0.69	0.032	par_3	0.62	-0.001
par_6	0.67	0.061	northward_wind	0.62	-0.03	Fe	0.62	.
sla	0.65	0.057	sla	0.61	0.031	AOU_WOA_clim	0.58	-0.025
par_9	0.58	.	wind_stress	0.61	-0.046	PP	0.53	0.02
par_3	0.56	0.032	vgos	0.6	-0.005	ugosa	0.47	.
northward_wind	0.38	.	par_6	0.57	0.027	sla	0.46	.
surface_downward_northward_stress	0.37	.	par	0.55	-0.014	sss	0.44	.
vgos	0.34	.	density_WOA_clim	0.53	.	par_12	0.43	.
phosphate_WOA_clim	0.33	.	par_12	0.38	.	par_9	0.37	.
wind_stress	0.32	.	AOU_WOA_clim	0.33	.	par	0.36	.
par_12	0.3	.	par_9	0.32	.	par_6	0.33	-0.006
Fe	0.27	-0.064	sss	0.25	.	vgos	0.29	-0.002
wind_speed	0.26	-0.095	par_3	0.21	.	northward_wind	0.29	.
par	0.24	.	surface_downward_northward_stress	0.21	.	sss_cruise	0.25	.
sss_cruise	0.21	.	phosphate_WOA_clim	0.18	.	vgosa	0.25	.
PO4	0.19	.	wind_speed	0.11	.	density_WOA_clim	0.21	.
ugosa	0.19	-0.007	sst_cruise	0.07	.	PO4	0.2	.
sss	0.19	0.032	Fe	0.07	.	surface_downward_northward_stress	0.18	.
vgosa	0.18	.	vgosa	0.07	.	phosphate_WOA_clim	0.15	.
ugos	0.17	.	ugos	0.07	.	ugos	0.14	.
eastward_wind	0.16	.	PO4	0.06	.	wind_stress	0.13	.
sst_cruise	0.14	.	surface_downward_eastward_stress	0.06	.	sst_cruise	0.12	.
surface_downward_eastward_stress	0.11	.	sst	0.05	.	sst	0.07	.
density_WOA_clim	0.1	.	NO3	0.04	.	surface_downward_eastward_stress	0.06	.
oxygen_WOA_clim	0.03	.	sss_cruise	0.03	.	o2sat_WOA_clim	0.05	.
silicate_WOA_clim	0.02	.	eastward_wind	0.03	.	eastward_wind	0.05	.
O2	0.02	.	o2sat_WOA_clim	0.01	.	oxygen_WOA_clim	0.03	.
CHL	0.01	.	oxygen_WOA_clim	0.01	.	silicate_WOA_clim	0.02	.
sst	0.01	.	salinity_WOA_clim	0.01	.	NO3	0.02	.
o2sat_WOA_clim	.	.	silicate_WOA_clim	0.01	.	O2	0.01	.
salinity_WOA_clim	.	.	Si	0.01	.	salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.	CHL	0.01	.	conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.	PHYC	0.01	.	nitrate_WOA_clim	.	.
Si	.	.	conductivity_WOA_clim	.	.	Si	.	.
NO3	.	.	nitrate_WOA_clim	.	.	CHL	.	.
PHYC	.	.	O2	.	.	PHYC	.	.

KOK1606 pico2_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
Fe	1	-0.231	par_3	1	-0.061	par	1	0.105
wind_stress	0.96	0.202	sla	1	0.033	par_12	0.95	0.012
AOU_WOA_clim	0.94	0.315	par	0.97	-0.03	northward_wind	0.95	0.045
par	0.91	0.021	par_9	0.91	-0.018	PP	0.94	-0.037
eastward_wind	0.91	-0.17	par_12	0.8	-0.012	sst	0.9	0.069
ugos	0.88	0.054	sst	0.75	-0.069	sss	0.88	0.139
par_9	0.87	0.025	wind_speed	0.75	0.022	sla	0.82	-0.007
par_12	0.85	0.008	PP	0.73	.	par_6	0.79	-0.01
vgosa	0.84	0.017	par_6	0.63	0	vgosa	0.63	-0.001
par_3	0.83	0.029	ugos	0.62	0.018	par_3	0.53	.
surface_downward_northward_stress	0.82	0.183	surface_downward_eastward_stress	0.58	.	o2sat_WOA_clim	0.48	-0.013
par_6	0.75	0.023	northward_wind	0.58	.	wind_stress	0.47	0.006
sst	0.73	0.228	phosphate_WOA_clim	0.57	.	par_9	0.46	.
sla	0.71	0.027	Fe	0.57	-0.003	Fe	0.4	.
northward_wind	0.71	0.003	ugosa	0.55	.	ugosa	0.39	.
density_WOA_clim	0.69	0.11	vgosa	0.51	-0.001	surface_downward_northward_stress	0.39	.
sss	0.64	.	surface_downward_northward_stress	0.51	0.008	wind_speed	0.38	.
PP	0.6	.	O2	0.47	-0.064	ugos	0.35	.
sss_cruise	0.58	0.15	sss_cruise	0.45	.	density_WOA_clim	0.32	.
sst_cruise	0.54	.	sss	0.4	.	PO4	0.31	-0.011
phosphate_WOA_clim	0.39	.	vgos	0.39	.	AOU_WOA_clim	0.28	.
surface_downward_eastward_stress	0.36	.	density_WOA_clim	0.34	.	surface_downward_eastward_stress	0.26	.
wind_speed	0.33	-0.032	o2sat_WOA_clim	0.33	-0.024	salinity_WOA_clim	0.23	.
o2sat_WOA_clim	0.19	.	AOU_WOA_clim	0.32	.	vgos	0.22	.
ugosa	0.19	.	sst_cruise	0.32	.	sss_cruise	0.17	.
vgos	0.18	.	wind_stress	0.3	.	phosphate_WOA_clim	0.16	.
NO3	0.16	.	eastward_wind	0.3	.	eastward_wind	0.16	.
O2	0.14	.	NO3	0.26	.	Si	0.13	.
oxygen_WOA_clim	0.11	.	oxygen_WOA_clim	0.23	.	O2	0.1	.
salinity_WOA_clim	0.08	.	PO4	0.17	.	silicate_WOA_clim	0.09	.
PO4	0.08	.	silicate_WOA_clim	0.15	.	sst_cruise	0.09	.
silicate_WOA_clim	0.07	.	Si	0.09	.	conductivity_WOA_clim	0.03	.
nitrate_WOA_clim	0.04	.	salinity_WOA_clim	0.08	.	nitrate_WOA_clim	0.03	.
Si	0.04	.	PHYC	0.07	.	NO3	0.02	.
CHL	0.04	.	CHL	0.06	.	oxygen_WOA_clim	0.01	.
conductivity_WOA_clim	.	.	nitrate_WOA_clim	0.03	.	CHL	0.01	.
PHYC	.	.	conductivity_WOA_clim	.	.	PHYC	.	.

KOK1606 pro1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
sst_cruise	1.00	-0.354	par	1	-0.128	sst_cruise	1	-0.032
par_3	1.00	0.073	northward_wind	1	-0.105	par	0.99	-0.004
par_9	1.00	0.078	par_3	0.97	-0.034	Fe	0.97	-0.005
par_12	1.00	-0.034	PP	0.94	0.132	PP	0.97	0.012
northward_wind	1.00	-0.092	sst	0.93	-0.13	northward_wind	0.95	-0.007
par_6	0.99	0.048	sst_cruise	0.84	-0.07	AOU_WOA_clim	0.93	-0.011
Fe	0.98	-0.075	par_12	0.84	-0.009	ugosa	0.77	0.002
wind_speed	0.96	0.048	sla	0.79	0.013	sla	0.62	0.002
par	0.94	0.016	ugosa	0.76	0.015	vgos	0.56	.
AOU_WOA_clim	0.89	0.088	Fe	0.66	-0.009	par_12	0.55	0
ugosa	0.80	0.008	par_9	0.58	.	vgosa	0.54	0.003
sss	0.78	-0.089	par_6	0.57	.	eastward_wind	0.43	.
sla	0.73	-0.002	surface_downward_eastward_stress	0.55	0.017	sss_cruise	0.33	.
PP	0.70	.	salinity_WOA_clim	0.53	-0.054	par_3	0.26	.
phosphate_WOA_clim	0.68	0.045	vgos	0.52	.	sss	0.26	.
Si	0.64	0.09	AOU_WOA_clim	0.51	.	par_9	0.24	.
sst	0.63	.	vgosa	0.48	0.021	par_6	0.23	.
O2	0.61	-0.049	density_WOA_clim	0.37	.	wind_speed	0.16	.
vgosa	0.51	0.004	sss_cruise	0.31	-0.007	phosphate_WOA_clim	0.15	.
ugos	0.51	.	Si	0.29	.	density_WOA_clim	0.14	.
sss_cruise	0.49	.	wind_speed	0.29	.	surface_downward_eastward_stress	0.12	.
vgos	0.49	.	ugos	0.28	.	oxygen_WOA_clim	0.05	.
eastward_wind	0.49	.	silicate_WOA_clim	0.26	.	conductivity_WOA_clim	0.05	.
surface_downward_northward_stress	0.47	0.012	sss	0.19	.	o2sat_WOA_clim	0.04	.
density_WOA_clim	0.43	.	phosphate_WOA_clim	0.18	.	Si	0.04	.
surface_downward_eastward_stress	0.42	.	wind_stress	0.16	.	O2	0.04	.
silicate_WOA_clim	0.41	.	o2sat_WOA_clim	0.13	0.007	ugos	0.03	.
PO4	0.35	.	eastward_wind	0.13	.	surface_downward_northward_stress	0.03	.
NO3	0.23	.	surface_downward_northward_stress	0.12	.	salinity_WOA_clim	0.02	.
CHL	0.22	.	O2	0.09	.	NO3	0.02	.
wind_stress	0.22	.	PO4	0.07	.	nitrate_WOA_clim	.	.
o2sat_WOA_clim	0.14	.	NO3	0.05	.	silicate_WOA_clim	.	.
oxygen_WOA_clim	0.14	.	oxygen_WOA_clim	0.02	.	CHL	.	.
nitrate_WOA_clim	0.08	.	conductivity_WOA_clim	0.01	.	PHYC	.	.
salinity_WOA_clim	0.06	.	nitrate_WOA_clim	.	.	PO4	.	.
conductivity_WOA_clim	0.01	.	CHL	.	.	sst	.	.
PHYC	0.01	.	PHYC	.	.	wind_stress	.	.

KOK1606 syn

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	1	0.039	par_3	1	-0.065	sss	0.99	-0.375
par_6	1	0.04	par_12	0.99	-0.042	northward_wind	0.96	-0.137
northward_wind	1	-0.082	PP	0.99	0.097	PP	0.95	0.13
par_9	0.99	0.033	northward_wind	0.99	-0.162	Fe	0.94	-0.216
phosphate_WOA_clim	0.96	0.14	par	0.98	-0.02	par_12	0.93	-0.032
par_12	0.93	-0.016	sst_cruise	0.95	-0.12	ugos	0.93	0.129
Fe	0.93	-0.101	sla	0.94	0.072	par_3	0.89	-0.026
sla	0.89	0.02	Fe	0.93	-0.127	sla	0.85	0.049
vgos	0.79	0.008	sss	0.9	-0.165	sss_cruise	0.81	-0.277
ugos	0.78	0.014	ugosa	0.86	0.067	par_9	0.79	-0.009
sss_cruise	0.73	0.037	sss_cruise	0.85	-0.219	wind_stress	0.71	-0.059
AOU_WOA_clim	0.67	0.025	par_6	0.75	-0.014	silicate_WOA_clim	0.7	0.145
par	0.65	0.006	wind_stress	0.75	-0.068	par_6	0.7	.
wind_stress	0.61	.	par_9	0.62	-0.001	surface_downward_northward_stress	0.7	-0.13
surface_downward_northward_stress	0.59	0.04	surface_downward_northward_stress	0.6	-0.056	par	0.65	0.022
eastward_wind	0.54	-0.017	vgos	0.53	.	phosphate_WOA_clim	0.62	-0.062
PP	0.5	.	surface_downward_eastward_stress	0.5	0.015	vgosa	0.62	0.018
o2sat_WOA_clim	0.31	.	vgosa	0.49	0.035	eastward_wind	0.62	0.001
wind_speed	0.3	.	ugos	0.43	.	surface_downward_eastward_stress	0.55	0.063
sst_cruise	0.29	.	AOU_WOA_clim	0.39	.	AOU_WOA_clim	0.47	0.012
sss	0.23	.	NO3	0.27	.	density_WOA_clim	0.32	.
density_WOA_clim	0.22	.	eastward_wind	0.17	.	ugosa	0.3	.
ugosa	0.22	.	conductivity_WOA_clim	0.16	.	sst_cruise	0.28	.
surface_downward_eastward_stress	0.18	.	oxygen_WOA_clim	0.15	.	wind_speed	0.26	.
sst	0.13	.	salinity_WOA_clim	0.13	.	vgos	0.2	.
vgosa	0.13	.	PO4	0.13	.	o2sat_WOA_clim	0.18	.
O2	0.11	.	phosphate_WOA_clim	0.12	.	PO4	0.17	.
nitrate_WOA_clim	0.1	.	o2sat_WOA_clim	0.11	.	O2	0.14	.
NO3	0.08	.	wind_speed	0.11	.	sst	0.13	.
oxygen_WOA_clim	0.06	.	sst	0.08	.	NO3	0.09	.
PO4	0.06	.	silicate_WOA_clim	0.07	.	PHYC	0.05	.
silicate_WOA_clim	0.05	.	density_WOA_clim	0.05	.	oxygen_WOA_clim	0.03	.
salinity_WOA_clim	0.04	.	Si	0.04	.	salinity_WOA_clim	0.03	.
Si	0.02	.	O2	0.04	.	conductivity_WOA_clim	0.03	.
CHL	0.02	.	nitrate_WOA_clim	.	.	Si	0.01	.
PHYC	0.01	.	CHL	.	.	nitrate_WOA_clim	.	.
conductivity_WOA_clim	.	.	PHYC	.	.	CHL	.	.

KOK1607 rest2_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
sla	0.065	.	sla	0.043	.	ugos	0.054	.
par_9	0.033	.	par	0.033	.	sla	0.033	.
ugos	0.033	.	ugos	0.033	.	par	0.011	.
par	0.022	.	par_3	0.022	.	AOU_WOA_clim	.	.
par_6	0.022	.	par_6	0.011	.	density_WOA_clim	.	.
vgos	0.011	.	par_9	0.011	.	o2sat_WOA_clim	.	.
AOU_WOA_clim	.	.	vgosa	0.011	.	oxygen_WOA_clim	.	.
density_WOA_clim	.	.	vgos	0.011	.	salinity_WOA_clim	.	.
o2sat_WOA_clim	.	.	northward_wind	0.011	.	conductivity_WOA_clim	.	.
oxygen_WOA_clim	.	.	AOU_WOA_clim	.	.	nitrate_WOA_clim	.	.
salinity_WOA_clim	.	.	density_WOA_clim	.	.	phosphate_WOA_clim	.	.
conductivity_WOA_clim	.	.	o2sat_WOA_clim	.	.	silicate_WOA_clim	.	.
nitrate_WOA_clim	.	.	oxygen_WOA_clim	.	.	sss_cruise	.	.
phosphate_WOA_clim	.	.	salinity_WOA_clim	.	.	sst_cruise	.	.
silicate_WOA_clim	.	.	conductivity_WOA_clim	.	.	par_3	.	.
sss_cruise	.	.	nitrate_WOA_clim	.	.	par_6	.	.
sst_cruise	.	.	phosphate_WOA_clim	.	.	par_9	.	.
par_3	.	.	silicate_WOA_clim	.	.	par_12	.	.
par_12	.	.	sss_cruise	.	.	Si	.	.
Si	.	.	sst_cruise	.	.	NO3	.	.
NO3	.	.	par_12	.	.	CHL	.	.
CHL	.	.	Si	.	.	PHYC	.	.
PHYC	.	.	NO3	.	.	PO4	.	.
PO4	.	.	CHL	.	.	O2	.	.
O2	.	.	PHYC	.	.	sst	.	.
sst	.	.	PO4	.	.	Fe	.	.
Fe	.	.	O2	.	.	PP	.	.
PP	.	.	sst	.	.	vgosa	.	.
vgosa	.	.	Fe	.	.	vgos	.	.
ugosa	.	.	PP	.	.	ugosa	.	.
wind_stress	.	.	ugosa	.	.	wind_stress	.	.
eastward_wind	.	.	wind_stress	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	eastward_wind	.	.	surface_downward_eastward_stress	.	.
wind_speed	.	.	surface_downward_eastward_stress	.	.	wind_speed	.	.
surface_downward_northward_stress	.	.	wind_speed	.	.	surface_downward_northward_stress	.	.
northward_wind	.	.	surface_downward_northward_stress	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1607 bg

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
ugos	0.087	.	par	0.109	.	ugos	0.141	.
par_3	0.076	.	par_9	0.043	.	par	0.043	.
sla	0.054	.	sla	0.043	.	par_6	0.043	.
vgos	0.022	.	par_3	0.033	.	ugosa	0.022	.
par	0.011	.	vgosa	0.033	.	par_12	0.011	.
par_6	0.011	.	vgos	0.033	.	vgos	0.011	.
par_9	0.011	.	par_6	0.022	.	sla	0.011	.
par_12	0.011	.	ugosa	0.022	.	AOU_WOA_clim	.	.
AOU_WOA_clim	.	.	ugos	0.022	.	density_WOA_clim	.	.
density_WOA_clim	.	.	northward_wind	0.022	.	o2sat_WOA_clim	.	.
o2sat_WOA_clim	.	.	par_12	0.011	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	AOU_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	density_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	o2sat_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	oxygen_WOA_clim	.	.	phosphate_WOA_clim	.	.
phosphate_WOA_clim	.	.	salinity_WOA_clim	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	conductivity_WOA_clim	.	.	sss_cruise	.	.
sss_cruise	.	.	nitrate_WOA_clim	.	.	sst_cruise	.	.
sst_cruise	.	.	phosphate_WOA_clim	.	.	par_3	.	.
Si	.	.	silicate_WOA_clim	.	.	par_9	.	.
NO3	.	.	sss_cruise	.	.	Si	.	.
CHL	.	.	sst_cruise	.	.	NO3	.	.
PHYC	.	.	Si	.	.	CHL	.	.
PO4	.	.	NO3	.	.	PHYC	.	.
O2	.	.	CHL	.	.	PO4	.	.
sst	.	.	PHYC	.	.	O2	.	.
Fe	.	.	PO4	.	.	sst	.	.
PP	.	.	O2	.	.	Fe	.	.
vgosa	.	.	sst	.	.	PP	.	.
ugosa	.	.	Fe	.	.	vgosa	.	.
wind_stress	.	.	PP	.	.	wind_stress	.	.
eastward_wind	.	.	wind_stress	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	eastward_wind	.	.	surface_downward_eastward_stress	.	.
wind_speed	.	.	surface_downward_eastward_stress	.	.	wind_speed	.	.
surface_downward_northward_stress	.	.	wind_speed	.	.	surface_downward_northward_stress	.	.
northward_wind	.	.	surface_downward_northward_stress	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1607 pico2_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
sla	0.707	-0.037	par	0.641	-0.047	par	0.598	0.078
ugos	0.413	.	ugos	0.217	0	ugos	0.37	-0.009
par_3	0.304	0.019	par_3	0.207	.	vgos	0.207	.
vgosa	0.239	0.003	vgos	0.207	.	sla	0.174	.
northward_wind	0.196	0.026	sla	0.207	.	par_6	0.13	-0.007
par_9	0.13	.	par_6	0.196	.	par_3	0.12	.
ugosa	0.13	.	par_12	0.12	.	ugosa	0.12	.
par	0.12	.	ugosa	0.098	.	par_9	0.087	.
par_6	0.076	.	par_9	0.087	.	par_12	0.076	.
par_12	0.065	.	northward_wind	0.054	.	wind_speed	0.011	.
wind_speed	0.043	.	vgosa	0.011	.	northward_wind	0.011	.
density_WOA_clim	0.011	.	wind_speed	0.011	.	AOU_WOA_clim	.	.
vgos	0.011	.	AOU_WOA_clim	.	.	density_WOA_clim	.	.
AOU_WOA_clim	.	.	density_WOA_clim	.	.	o2sat_WOA_clim	.	.
o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.
phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	silicate_WOA_clim	.	.	sss_cruise	.	.
sss_cruise	.	.	sss_cruise	.	.	sst_cruise	.	.
sst_cruise	.	.	sst_cruise	.	.	Si	.	.
Si	.	.	Si	.	.	NO3	.	.
NO3	.	.	NO3	.	.	CHL	.	.
CHL	.	.	CHL	.	.	PHYC	.	.
PHYC	.	.	PHYC	.	.	PO4	.	.
PO4	.	.	PO4	.	.	O2	.	.
O2	.	.	O2	.	.	sst	.	.
sst	.	.	sst	.	.	Fe	.	.
Fe	.	.	Fe	.	.	PP	.	.
PP	.	.	PP	.	.	vgosa	.	.
wind_stress	.	.	wind_stress	.	.	wind_stress	.	.
eastward_wind	.	.	eastward_wind	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1607 pico1_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
ugos	0.217	0.005	ugos	0.12	.	ugos	0.109	.
par_6	0.13	.	par	0.065	.	vgos	0.076	.
sla	0.098	.	sla	0.065	.	par	0.054	.
vgosa	0.076	.	par_6	0.043	.	par_9	0.033	.
vgos	0.076	.	par_3	0.022	.	par_3	0.011	.
par_3	0.065	.	par_9	0.011	.	par_6	0.011	.
par_9	0.065	.	vgos	0.011	.	vgosa	0.011	.
northward_wind	0.033	.	AOU_WOA_clim	.	.	sla	0.011	.
par	0.011	.	density_WOA_clim	.	.	ugosa	0.011	.
par_12	0.011	.	o2sat_WOA_clim	.	.	AOU_WOA_clim	.	.
AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.	density_WOA_clim	.	.
density_WOA_clim	.	.	salinity_WOA_clim	.	.	o2sat_WOA_clim	.	.
o2sat_WOA_clim	.	.	conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	phosphate_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	sss_cruise	.	.	phosphate_WOA_clim	.	.
phosphate_WOA_clim	.	.	sst_cruise	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	par_12	.	.	sss_cruise	.	.
sss_cruise	.	.	Si	.	.	sst_cruise	.	.
sst_cruise	.	.	NO3	.	.	par_12	.	.
Si	.	.	CHL	.	.	Si	.	.
NO3	.	.	PHYC	.	.	NO3	.	.
CHL	.	.	PO4	.	.	CHL	.	.
PHYC	.	.	O2	.	.	PHYC	.	.
PO4	.	.	sst	.	.	PO4	.	.
O2	.	.	Fe	.	.	O2	.	.
sst	.	.	PP	.	.	sst	.	.
Fe	.	.	vgosa	.	.	Fe	.	.
PP	.	.	ugosa	.	.	PP	.	.
ugosa	.	.	wind_stress	.	.	wind_stress	.	.
wind_stress	.	.	eastward_wind	.	.	eastward_wind	.	.
eastward_wind	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
surface_downward_eastward_stress	.	.	wind_speed	.	.	wind_speed	.	.
wind_speed	.	.	surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.
surface_downward_northward_stress	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1607 bead

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
ugos	0.25	.	sla	0.163	.	ugos	0.12	.
par_6	0.163	.	par_3	0.098	.	vgos	0.109	.
par_9	0.12	.	ugos	0.065	.	vgosa	0.076	.
vgosa	0.043	.	par_9	0.054	.	par_9	0.054	.
vgos	0.043	.	vgos	0.054	.	par	0.033	.
sla	0.033	.	par	0.033	.	sla	0.033	.
par_3	0.011	.	vgosa	0.022	.	par_6	0.022	.
par_12	0.011	.	northward_wind	0.011	.	ugosa	0.022	.
AOU_WOA_clim	.	.	AOU_WOA_clim	.	.	par_3	0.011	.
density_WOA_clim	.	.	density_WOA_clim	.	.	northward_wind	0.011	.
o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.	AOU_WOA_clim	.	.
oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.	density_WOA_clim	.	.
salinity_WOA_clim	.	.	salinity_WOA_clim	.	.	o2sat_WOA_clim	.	.
conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.
nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.	salinity_WOA_clim	.	.
phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.	conductivity_WOA_clim	.	.
silicate_WOA_clim	.	.	silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.
sss_cruise	.	.	sss_cruise	.	.	phosphate_WOA_clim	.	.
sst_cruise	.	.	sst_cruise	.	.	silicate_WOA_clim	.	.
par	.	.	par_6	.	.	sss_cruise	.	.
Si	.	.	par_12	.	.	sst_cruise	.	.
NO3	.	.	Si	.	.	par_12	.	.
CHL	.	.	NO3	.	.	Si	.	.
PHYC	.	.	CHL	.	.	NO3	.	.
PO4	.	.	PHYC	.	.	CHL	.	.
O2	.	.	PO4	.	.	PHYC	.	.
sst	.	.	O2	.	.	PO4	.	.
Fe	.	.	sst	.	.	O2	.	.
PP	.	.	Fe	.	.	sst	.	.
ugosa	.	.	PP	.	.	Fe	.	.
wind_stress	.	.	ugosa	.	.	PP	.	.
eastward_wind	.	.	wind_stress	.	.	wind_stress	.	.
surface_downward_eastward_stress	.	.	eastward_wind	.	.	eastward_wind	.	.
wind_speed	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
surface_downward_northward_stress	.	.	wind_speed	.	.	wind_speed	.	.
northward_wind	.	.	surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1607 rest1_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
sla	0.261	-0.001	sla	0.174	.	sla	0.174	.
par_3	0.207	.	ugos	0.13	.	ugos	0.13	.
par_9	0.174	.	par_9	0.12	.	par_9	0.12	.
ugos	0.141	.	par_6	0.054	.	vgos	0.12	.
par	0.109	.	vgos	0.043	.	par_6	0.065	.
par_6	0.109	.	ugosa	0.033	.	ugosa	0.054	.
par_12	0.087	.	par	0.011	.	par	0.043	.
vgos	0.087	.	par_3	0.011	.	par_3	0.022	.
northward_wind	0.054	.	northward_wind	0.011	.	northward_wind	0.011	.
vgosa	0.033	.	AOU_WOA_clim	.	.	AOU_WOA_clim	.	.
ugosa	0.022	.	density_WOA_clim	.	.	density_WOA_clim	.	.
wind_speed	0.011	.	o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.
AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.
density_WOA_clim	.	.	salinity_WOA_clim	.	.	salinity_WOA_clim	.	.
o2sat_WOA_clim	.	.	conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.
oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.
salinity_WOA_clim	.	.	phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.
conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.	silicate_WOA_clim	.	.
nitrate_WOA_clim	.	.	sss_cruise	.	.	sss_cruise	.	.
phosphate_WOA_clim	.	.	sst_cruise	.	.	sst_cruise	.	.
silicate_WOA_clim	.	.	par_12	.	.	par_12	.	.
sss_cruise	.	.	Si	.	.	Si	.	.
sst_cruise	.	.	NO3	.	.	NO3	.	.
Si	.	.	CHL	.	.	CHL	.	.
NO3	.	.	PHYC	.	.	PHYC	.	.
CHL	.	.	PO4	.	.	PO4	.	.
PHYC	.	.	O2	.	.	O2	.	.
PO4	.	.	sst	.	.	sst	.	.
O2	.	.	Fe	.	.	Fe	.	.
sst	.	.	PP	.	.	PP	.	.
Fe	.	.	vgosa	.	.	vgosa	.	.
PP	.	.	wind_stress	.	.	wind_stress	.	.
wind_stress	.	.	eastward_wind	.	.	eastward_wind	.	.
eastward_wind	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
surface_downward_eastward_stress	.	.	wind_speed	.	.	wind_speed	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1607 rest1_2

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
sla	0.348	-0.008	ugos	0.098	.	sla	0.098	.
ugos	0.13	.	par_9	0.076	.	ugos	0.043	.
par	0.087	.	vgosa	0.043	.	vgosa	0.033	.
par_3	0.076	.	vgos	0.022	.	ugosa	0.022	.
par_6	0.076	.	sla	0.022	.	par_3	0.011	.
ugosa	0.065	.	par	0.011	.	vgos	0.011	.
northward_wind	0.065	.	par_6	0.011	.	northward_wind	0.011	.
par_9	0.054	.	AOU_WOA_clim	.	.	AOU_WOA_clim	.	.
par_12	0.033	.	density_WOA_clim	.	.	density_WOA_clim	.	.
vgosa	0.011	.	o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.
vgos	0.011	.	oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.
AOU_WOA_clim	.	.	salinity_WOA_clim	.	.	salinity_WOA_clim	.	.
density_WOA_clim	.	.	conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.
o2sat_WOA_clim	.	.	nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.
oxygen_WOA_clim	.	.	phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.
salinity_WOA_clim	.	.	silicate_WOA_clim	.	.	silicate_WOA_clim	.	.
conductivity_WOA_clim	.	.	sss_cruise	.	.	sss_cruise	.	.
nitrate_WOA_clim	.	.	sst_cruise	.	.	sst_cruise	.	.
phosphate_WOA_clim	.	.	par_3	.	.	par	.	.
silicate_WOA_clim	.	.	par_12	.	.	par_6	.	.
sss_cruise	.	.	Si	.	.	par_9	.	.
sst_cruise	.	.	NO3	.	.	par_12	.	.
Si	.	.	CHL	.	.	Si	.	.
NO3	.	.	PHYC	.	.	NO3	.	.
CHL	.	.	PO4	.	.	CHL	.	.
PHYC	.	.	O2	.	.	PHYC	.	.
PO4	.	.	sst	.	.	PO4	.	.
O2	.	.	Fe	.	.	O2	.	.
sst	.	.	PP	.	.	sst	.	.
Fe	.	.	ugosa	.	.	Fe	.	.
PP	.	.	wind_stress	.	.	PP	.	.
wind_stress	.	.	eastward_wind	.	.	wind_stress	.	.
eastward_wind	.	.	surface_downward_eastward_stress	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	wind_speed	.	.	surface_downward_eastward_stress	.	.
wind_speed	.	.	surface_downward_northward_stress	.	.	wind_speed	.	.
surface_downward_northward_stress	.	.	northward_wind	.	.	surface_downward_northward_stress	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1607 small

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
vgos	0.185	.	par_6	0.054	.	ugos	0.043	.
par_6	0.13	.	par	0.043	.	sla	0.022	.
sla	0.12	.	ugos	0.033	.	AOU_WOA_clim	.	.
par_3	0.033	.	ugosa	0.022	.	density_WOA_clim	.	.
ugos	0.033	.	par_9	0.011	.	o2sat_WOA_clim	.	.
par_9	0.022	.	vgos	0.011	.	oxygen_WOA_clim	.	.
ugosa	0.011	.	sla	0.011	.	salinity_WOA_clim	.	.
AOU_WOA_clim	.	.	AOU_WOA_clim	.	.	conductivity_WOA_clim	.	.
density_WOA_clim	.	.	density_WOA_clim	.	.	nitrate_WOA_clim	.	.
o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.	phosphate_WOA_clim	.	.
oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.	silicate_WOA_clim	.	.
salinity_WOA_clim	.	.	salinity_WOA_clim	.	.	sss_cruise	.	.
conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.	sst_cruise	.	.
nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.	par	.	.
phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.	par_3	.	.
silicate_WOA_clim	.	.	silicate_WOA_clim	.	.	par_6	.	.
sss_cruise	.	.	sss_cruise	.	.	par_9	.	.
sst_cruise	.	.	sst_cruise	.	.	par_12	.	.
par	.	.	par_3	.	.	Si	.	.
par_12	.	.	par_12	.	.	NO3	.	.
Si	.	.	Si	.	.	CHL	.	.
NO3	.	.	NO3	.	.	PHYC	.	.
CHL	.	.	CHL	.	.	PO4	.	.
PHYC	.	.	PHYC	.	.	O2	.	.
PO4	.	.	PO4	.	.	sst	.	.
O2	.	.	O2	.	.	Fe	.	.
sst	.	.	sst	.	.	PP	.	.
Fe	.	.	Fe	.	.	vgosa	.	.
PP	.	.	PP	.	.	vgos	.	.
vgosa	.	.	vgosa	.	.	ugosa	.	.
wind_stress	.	.	wind_stress	.	.	wind_stress	.	.
eastward_wind	.	.	eastward_wind	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
wind_speed	.	.	wind_speed	.	.	wind_speed	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1607 syn

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.098	.	ugos	0.065	.	sla	0.141	.
sla	0.065	.	par_3	0.054	.	par_3	0.043	.
vgos	0.054	.	sla	0.022	.	par_9	0.033	.
par_9	0.043	.	par	0.011	.	ugos	0.033	.
ugos	0.033	.	AOU_WOA_clim	.	.	par	0.011	.
par_3	0.011	.	density_WOA_clim	.	.	par_6	0.011	.
vgosa	0.011	.	o2sat_WOA_clim	.	.	AOU_WOA_clim	.	.
AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.	density_WOA_clim	.	.
density_WOA_clim	.	.	salinity_WOA_clim	.	.	o2sat_WOA_clim	.	.
o2sat_WOA_clim	.	.	conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	phosphate_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	sss_cruise	.	.	phosphate_WOA_clim	.	.
phosphate_WOA_clim	.	.	sst_cruise	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	par_6	.	.	sss_cruise	.	.
sss_cruise	.	.	par_9	.	.	sst_cruise	.	.
sst_cruise	.	.	par_12	.	.	par_12	.	.
par	.	.	Si	.	.	Si	.	.
par_12	.	.	NO3	.	.	NO3	.	.
Si	.	.	CHL	.	.	CHL	.	.
NO3	.	.	PHYC	.	.	PHYC	.	.
CHL	.	.	PO4	.	.	PO4	.	.
PHYC	.	.	O2	.	.	O2	.	.
PO4	.	.	sst	.	.	sst	.	.
O2	.	.	Fe	.	.	Fe	.	.
sst	.	.	PP	.	.	PP	.	.
Fe	.	.	vgosa	.	.	vgosa	.	.
PP	.	.	vgos	.	.	vgos	.	.
ugosa	.	.	ugosa	.	.	ugosa	.	.
wind_stress	.	.	wind_stress	.	.	wind_stress	.	.
eastward_wind	.	.	eastward_wind	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
wind_speed	.	.	wind_speed	.	.	wind_speed	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1607 pro1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
sla	0.935	0.047	par	0.63	-0.122	par_9	0.12	.
par_6	0.924	0.142	par_9	0.37	0.003	par_3	0.098	.
vgos	0.891	0.027	ugos	0.337	-0.002	sla	0.087	.
par_9	0.511	0.019	par_3	0.326	.	par_12	0.043	.
par	0.467	0.037	sla	0.272	0.005	par	0.033	.
par_3	0.37	.	par_6	0.152	.	ugosa	0.011	.
par_12	0.152	.	vgos	0.054	.	ugos	0.011	.
ugosa	0.152	.	ugosa	0.033	.	AOU_WOA_clim	.	.
ugos	0.141	.	par_12	0.011	.	density_WOA_clim	.	.
northward_wind	0.109	.	vgosa	0.011	.	o2sat_WOA_clim	.	.
wind_speed	0.022	.	northward_wind	0.011	.	oxygen_WOA_clim	.	.
vgosa	0.011	.	AOU_WOA_clim	.	.	salinity_WOA_clim	.	.
AOU_WOA_clim	.	.	density_WOA_clim	.	.	conductivity_WOA_clim	.	.
density_WOA_clim	.	.	o2sat_WOA_clim	.	.	nitrate_WOA_clim	.	.
o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.	phosphate_WOA_clim	.	.
oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.	silicate_WOA_clim	.	.
salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.	sss_cruise	.	.
conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.	sst_cruise	.	.
nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.	par_6	.	.
phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.	Si	.	.
silicate_WOA_clim	.	.	sss_cruise	.	.	NO3	.	.
sss_cruise	.	.	sst_cruise	.	.	CHL	.	.
sst_cruise	.	.	Si	.	.	PHYC	.	.
Si	.	.	NO3	.	.	PO4	.	.
NO3	.	.	CHL	.	.	O2	.	.
CHL	.	.	PHYC	.	.	sst	.	.
PHYC	.	.	PO4	.	.	Fe	.	.
PO4	.	.	O2	.	.	PP	.	.
O2	.	.	sst	.	.	vgosa	.	.
sst	.	.	Fe	.	.	vgos	.	.
Fe	.	.	PP	.	.	wind_stress	.	.
PP	.	.	wind_stress	.	.	eastward_wind	.	.
wind_stress	.	.	eastward_wind	.	.	surface_downward_eastward_stress	.	.
eastward_wind	.	.	surface_downward_eastward_stress	.	.	wind_speed	.	.
surface_downward_eastward_stress	.	.	wind_speed	.	.	surface_downward_northward_stress	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1608 pico2_2

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_12	1	0.118	par_3	1	-0.084	par	0.99	0.123
par_3	0.98	0.099	par_12	0.99	-0.081	wind_stress	0.95	-0.282
par_6	0.95	0.097	wind_stress	0.97	-0.232	Fe	0.83	-0.118
par_9	0.95	0.049	par_6	0.9	-0.038	par_12	0.77	0.043
par	0.86	0.037	par	0.88	-0.037	par_3	0.74	0
wind_speed	0.61	-0.038	par_9	0.72	0.005	par_9	0.7	-0.041
vgosa	0.49	-0.077	ugos	0.69	-0.069	par_6	0.55	0.039
Fe	0.47	-0.013	Fe	0.65	-0.005	vgos	0.48	-0.08
wind_stress	0.45	.	sss	0.59	0.127	ugos	0.41	.
ugos	0.31	.	ugosa	0.38	.	eastward_wind	0.41	0.144
eastward_wind	0.31	0.311	northward_wind	0.3	.	northward_wind	0.37	-0.14
northward_wind	0.29	-0.024	sss_cruise	0.26	.	sss	0.28	0.016
ugosa	0.25	.	sla	0.22	.	ugosa	0.27	.
sla	0.23	0	surface_downward_northward_stress	0.2	.	vgosa	0.2	.
sss_cruise	0.19	.	sst_cruise	0.14	.	sss_cruise	0.17	.
vgos	0.17	.	vgos	0.14	.	sla	0.17	.
sss	0.17	.	vgosa	0.13	.	sst_cruise	0.1	.
surface_downward_northward_stress	0.12	.	eastward_wind	0.07	.	surface_downward_northward_stress	0.09	.
sst_cruise	0.1	.	density_WOA_clim	0.06	.	wind_speed	0.07	.
density_WOA_clim	0.08	.	o2sat_WOA_clim	0.04	.	o2sat_WOA_clim	0.01	.
o2sat_WOA_clim	0.06	.	O2	0.03	.	surface_downward_eastward_stress	0.01	.
surface_downward_eastward_stress	0.06	.	surface_downward_eastward_stress	0.03	.	AOU_WOA_clim	.	.
AOU_WOA_clim	0.03	.	wind_speed	0.02	.	density_WOA_clim	.	.
sst	0.01	.	sst	0.01	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	AOU_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.
phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.	Si	.	.
Si	.	.	silicate_WOA_clim	.	.	NO3	.	.
NO3	.	.	Si	.	.	CHL	.	.
CHL	.	.	NO3	.	.	PHYC	.	.
PHYC	.	.	CHL	.	.	PO4	.	.
PO4	.	.	PHYC	.	.	O2	.	.
O2	.	.	PO4	.	.	sst	.	.
PP	.	.	PP	.	.	PP	.	.

KOK1608 croco

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_12	1	0.224	par_12	1	-0.096	par_3	1	0.139
wind_stress	1	0.64	par_3	0.99	-0.139	par_9	0.99	-0.265
par_3	0.99	0.173	par_6	0.97	-0.109	sla	0.9	0.096
par_6	0.99	0.114	par_9	0.8	-0.033	par	0.85	0.037
Fe	0.98	0.196	wind_speed	0.71	0.134	sss_cruise	0.76	0.473
par_9	0.96	0.097	par	0.68	0.013	Fe	0.5	-0.02
par	0.63	.	Fe	0.53	0.029	wind_stress	0.36	.
ugos	0.57	.	ugosa	0.43	-0.006	par_12	0.34	.
ugosa	0.53	0.105	sla	0.33	-0.042	par_6	0.32	.
northward_wind	0.52	0.332	sss_cruise	0.3	.	surface_downward_northward_stress	0.3	.
sss	0.49	-0.136	ugos	0.17	.	ugosa	0.23	.
sla	0.34	0.043	wind_stress	0.13	.	ugos	0.15	.
sss_cruise	0.31	.	density_WOA_clim	0.12	.	sss	0.14	.
eastward_wind	0.26	-0.009	vgosa	0.08	.	density_WOA_clim	0.11	.
vgosa	0.17	.	northward_wind	0.08	.	vgos	0.09	.
vgos	0.14	.	sss	0.08	.	wind_speed	0.08	.
density_WOA_clim	0.09	.	surface_downward_northward_stress	0.07	.	sst_cruise	0.07	.
sst_cruise	0.04	.	eastward_wind	0.06	.	northward_wind	0.05	.
wind_speed	0.04	.	vgos	0.05	.	vgosa	0.03	.
surface_downward_northward_stress	0.04	.	sst_cruise	0.03	.	o2sat_WOA_clim	0.02	.
O2	0.03	.	AOU_WOA_clim	.	.	sst	0.02	.
surface_downward_eastward_stress	0.02	.	o2sat_WOA_clim	.	.	eastward_wind	0.02	.
sst	0.01	.	oxygen_WOA_clim	.	.	surface_downward_eastward_stress	0.01	.
AOU_WOA_clim	.	.	salinity_WOA_clim	.	.	AOU_WOA_clim	.	.
o2sat_WOA_clim	.	.	conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	phosphate_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	Si	.	.	phosphate_WOA_clim	.	.
phosphate_WOA_clim	.	.	NO3	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	CHL	.	.	Si	.	.
Si	.	.	PHYC	.	.	NO3	.	.
NO3	.	.	PO4	.	.	CHL	.	.
CHL	.	.	O2	.	.	PHYC	.	.
PHYC	.	.	sst	.	.	PO4	.	.
PO4	.	.	PP	.	.	O2	.	.
PP	.	.	surface_downward_eastward_stress	.	.	PP	.	.

KOK1608 pico1_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.88	0.133	par_3	0.65	-0.072	wind_stress	0.79	-0.15
par_9	0.84	0.136	wind_stress	0.6	-0.376	par_9	0.73	0.001
wind_stress	0.6	-0.43	par_9	0.46	0.028	par	0.6	0.002
wind_speed	0.54	-0.066	par	0.43	-0.019	par_6	0.53	0.019
par_3	0.47	0.078	par_12	0.41	-0.005	par_12	0.43	-0.003
par	0.44	.	par_6	0.4	.	par_3	0.4	.
par_12	0.43	.	Fe	0.29	.	wind_speed	0.34	.
Fe	0.3	.	ugos	0.29	.	sla	0.28	-0.012
ugosa	0.29	-0.006	ugosa	0.22	-0.06	Fe	0.25	.
sla	0.16	.	surface_downward_northward_stress	0.1	0.028	ugos	0.14	.
ugos	0.11	.	sla	0.09	.	vgos	0.13	.
vgosa	0.1	.	sss	0.08	.	ugosa	0.09	.
eastward_wind	0.09	.	density_WOA_clim	0.05	.	sss	0.07	.
northward_wind	0.06	.	vgos	0.05	.	northward_wind	0.05	.
surface_downward_northward_stress	0.04	.	wind_speed	0.05	.	eastward_wind	0.04	.
vgos	0.03	.	vgosa	0.03	.	sss_cruise	0.03	.
sss_cruise	0.02	.	sss_cruise	0.01	.	vgosa	0.03	.
surface_downward_eastward_stress	0.01	.	sst_cruise	0.01	.	AOU_WOA_clim	.	.
sss	0.01	.	northward_wind	0.01	.	density_WOA_clim	.	.
AOU_WOA_clim	.	.	AOU_WOA_clim	.	.	o2sat_WOA_clim	.	.
density_WOA_clim	.	.	o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.
o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.
nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.
phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.	sst_cruise	.	.
silicate_WOA_clim	.	.	Si	.	.	Si	.	.
sst_cruise	.	.	NO3	.	.	NO3	.	.
Si	.	.	CHL	.	.	CHL	.	.
NO3	.	.	PHYC	.	.	PHYC	.	.
CHL	.	.	PO4	.	.	PO4	.	.
PHYC	.	.	O2	.	.	O2	.	.
PO4	.	.	sst	.	.	sst	.	.
O2	.	.	PP	.	.	PP	.	.
sst	.	.	eastward_wind	.	.	surface_downward_eastward_stress	.	.
PP	.	.	surface_downward_eastward_stress	.	.	surface_downward_northward_stress	.	.

KOK1608 bead

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
Fe	0.49	0.001	par_3	0.37	-0.006	par	0.64	-0.019
par_6	0.45	.	wind_stress	0.36	.	par_9	0.5	-0.022
par	0.43	.	par_6	0.32	.	par_3	0.44	-0.002
par_3	0.43	.	par_9	0.32	.	par_12	0.27	.
par_9	0.43	0.012	ugos	0.3	-0.004	par_6	0.26	.
wind_stress	0.37	.	par	0.29	.	Fe	0.26	.
par_12	0.29	.	par_12	0.23	.	wind_stress	0.2	.
ugos	0.21	.	Fe	0.23	.	ugos	0.14	.
wind_speed	0.21	.	wind_speed	0.14	.	sla	0.11	.
ugosa	0.18	.	vgosa	0.09	.	wind_speed	0.11	.
sla	0.07	.	ugosa	0.07	.	vgosa	0.06	.
sss	0.04	.	sla	0.06	.	ugosa	0.05	.
sss_cruise	0.03	.	sss	0.04	.	vgos	0.02	.
vgosa	0.03	.	vgos	0.03	.	surface_downward_northward_stress	0.02	.
density_WOA_clim	0.02	.	surface_downward_northward_stress	0.03	.	density_WOA_clim	0.01	.
sst_cruise	0.02	.	sss_cruise	0.01	.	sss_cruise	0.01	.
vgos	0.02	.	eastward_wind	0.01	.	eastward_wind	0.01	.
surface_downward_northward_stress	0.02	.	AOU_WOA_clim	.	.	AOU_WOA_clim	.	.
northward_wind	0.01	.	density_WOA_clim	.	.	o2sat_WOA_clim	.	.
AOU_WOA_clim	.	.	o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.
o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.
nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.
phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.	sst_cruise	.	.
silicate_WOA_clim	.	.	sst_cruise	.	.	Si	.	.
Si	.	.	Si	.	.	NO3	.	.
NO3	.	.	NO3	.	.	CHL	.	.
CHL	.	.	CHL	.	.	PHYC	.	.
PHYC	.	.	PHYC	.	.	PO4	.	.
PO4	.	.	PO4	.	.	O2	.	.
O2	.	.	O2	.	.	sst	.	.
sst	.	.	sst	.	.	PP	.	.
PP	.	.	PP	.	.	surface_downward_eastward_stress	.	.
eastward_wind	.	.	surface_downward_eastward_stress	.	.	northward_wind	.	.
surface_downward_eastward_stress	.	.	northward_wind	.	.	sss	.	.

KOK1608 pico2_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_12	0.78	0.028	par_6	0.74	-0.043	par	0.75	0.1
par_3	0.75	0.034	par_12	0.68	-0.031	par_12	0.67	0.072
par_6	0.68	0.01	par	0.65	0.003	wind_stress	0.54	-0.029
par_9	0.66	0.021	par_3	0.64	.	par_3	0.52	0.036
par	0.6	0.005	par_9	0.62	0.022	Fe	0.52	-0.03
wind_stress	0.53	.	wind_stress	0.45	-0.006	par_9	0.47	.
ugosa	0.44	0.006	Fe	0.4	0.003	par_6	0.43	.
Fe	0.33	-0.002	sss	0.39	0.067	eastward_wind	0.29	.
sss_cruise	0.3	-0.081	sla	0.35	-0.019	wind_speed	0.24	-0.094
sla	0.22	.	surface_downward_northward_stress	0.23	.	northward_wind	0.22	.
surface_downward_northward_stress	0.21	0.002	sss_cruise	0.22	.	vgosa	0.19	-0.044
wind_speed	0.17	.	ugosa	0.2	.	vgos	0.19	.
ugos	0.16	.	ugos	0.18	.	ugosa	0.18	.
vgosa	0.14	.	vgos	0.15	.	sla	0.14	.
sss	0.11	.	sst_cruise	0.11	.	sss_cruise	0.11	.
northward_wind	0.09	.	northward_wind	0.11	.	surface_downward_northward_stress	0.11	.
eastward_wind	0.08	.	vgosa	0.09	.	ugos	0.07	.
vgos	0.07	.	wind_speed	0.09	.	sss	0.07	.
sst_cruise	0.06	.	eastward_wind	0.07	.	sst_cruise	0.06	.
density_WOA_clim	0.03	.	density_WOA_clim	0.04	.	density_WOA_clim	0.01	.
o2sat_WOA_clim	0.01	.	o2sat_WOA_clim	0.04	.	AOU_WOA_clim	.	.
O2	0.01	.	AOU_WOA_clim	0.02	.	o2sat_WOA_clim	.	.
sst	0.01	.	sst	0.01	.	oxygen_WOA_clim	.	.
surface_downward_eastward_stress	0.01	.	surface_downward_eastward_stress	0.01	.	salinity_WOA_clim	.	.
AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.
oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.
salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.
conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.
nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.	Si	.	.
phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.	NO3	.	.
silicate_WOA_clim	.	.	Si	.	.	CHL	.	.
Si	.	.	NO3	.	.	PHYC	.	.
NO3	.	.	CHL	.	.	PO4	.	.
CHL	.	.	PHYC	.	.	O2	.	.
PHYC	.	.	PO4	.	.	sst	.	.
PO4	.	.	O2	.	.	PP	.	.
PP	.	.	PP	.	.	surface_downward_eastward_stress	.	.

KOK1608 rest1_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_12	0.63	-0.004	par	0.86	-0.079	wind_stress	0.62	-0.204
par_3	0.52	.	par_12	0.46	.	par	0.48	.
par_9	0.51	-0.001	Fe	0.42	0.053	par_9	0.43	.
Fe	0.47	.	par_9	0.41	-0.028	par_12	0.42	.
wind_stress	0.47	-0.013	par_6	0.38	.	par_3	0.4	-0.023
par	0.44	-0.001	ugos	0.33	0.024	Fe	0.27	.
par_6	0.43	0.001	par_3	0.3	.	ugosa	0.23	.
ugos	0.31	-0.002	sla	0.23	.	par_6	0.21	.
sla	0.18	.	wind_stress	0.2	-0.002	wind_speed	0.19	.
ugosa	0.16	.	ugosa	0.19	.	vgosa	0.09	.
wind_speed	0.14	.	density_WOA_clim	0.03	.	ugos	0.09	.
surface_downward_northward_stress	0.07	0.009	wind_speed	0.03	-0.063	vgos	0.04	.
sss	0.07	.	vgosa	0.02	.	sss_cruise	0.03	.
vgosa	0.05	.	vgos	0.02	.	eastward_wind	0.03	.
sss_cruise	0.04	.	sss	0.02	.	sla	0.02	.
vgos	0.02	.	surface_downward_northward_stress	0.01	.	northward_wind	0.02	.
northward_wind	0.02	.	AOU_WOA_clim	.	.	surface_downward_eastward_stress	0.01	.
density_WOA_clim	0.01	.	o2sat_WOA_clim	.	.	AOU_WOA_clim	.	.
eastward_wind	0.01	.	oxygen_WOA_clim	.	.	density_WOA_clim	.	.
AOU_WOA_clim	.	.	salinity_WOA_clim	.	.	o2sat_WOA_clim	.	.
o2sat_WOA_clim	.	.	conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	phosphate_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	sss_cruise	.	.	phosphate_WOA_clim	.	.
phosphate_WOA_clim	.	.	sst_cruise	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	Si	.	.	sst_cruise	.	.
sst_cruise	.	.	NO3	.	.	Si	.	.
Si	.	.	CHL	.	.	NO3	.	.
NO3	.	.	PHYC	.	.	CHL	.	.
CHL	.	.	PO4	.	.	PHYC	.	.
PHYC	.	.	O2	.	.	PO4	.	.
PO4	.	.	sst	.	.	O2	.	.
O2	.	.	PP	.	.	sst	.	.
sst	.	.	eastward_wind	.	.	PP	.	.
PP	.	.	surface_downward_eastward_stress	.	.	surface_downward_northward_stress	.	.
surface_downward_eastward_stress	.	.	northward_wind	.	.	sss	.	.

KOK1608 rest1_2

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
wind_stress	0.8	-0.338	par	0.56	-0.14	par_3	0.52	.
par_3	0.52	.	Fe	0.47	0.053	par	0.5	-0.025
par_12	0.48	-0.033	par_12	0.42	.	wind_stress	0.39	-0.065
par_6	0.46	0.004	par_6	0.37	0.068	par_12	0.38	.
Fe	0.46	-0.006	par_9	0.32	0.113	par_6	0.25	.
par	0.38	-0.024	ugos	0.32	.	wind_speed	0.23	.
ugos	0.37	-0.114	wind_stress	0.3	.	Fe	0.22	.
par_9	0.35	.	par_3	0.29	.	par_9	0.19	0.021
wind_speed	0.24	.	sla	0.2	.	sla	0.18	.
ugosa	0.1	.	wind_speed	0.2	.	ugosa	0.14	-0.007
sla	0.09	.	ugosa	0.07	.	ugos	0.13	.
northward_wind	0.09	.	surface_downward_northward_stress	0.04	.	vgosa	0.07	.
sss	0.09	.	sss	0.03	.	vgos	0.04	.
eastward_wind	0.06	.	sss_cruise	0.01	.	surface_downward_northward_stress	0.03	.
vgos	0.05	.	vgosa	0.01	.	northward_wind	0.03	.
sss_cruise	0.04	.	vgos	0.01	.	eastward_wind	0.02	.
surface_downward_northward_stress	0.03	.	AOU_WOA_clim	.	.	sss_cruise	0.01	.
vgosa	0.02	.	density_WOA_clim	.	.	sss	0.01	.
surface_downward_eastward_stress	0.01	.	o2sat_WOA_clim	.	.	AOU_WOA_clim	.	.
AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.	density_WOA_clim	.	.
density_WOA_clim	.	.	salinity_WOA_clim	.	.	o2sat_WOA_clim	.	.
o2sat_WOA_clim	.	.	conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	phosphate_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	sst_cruise	.	.	phosphate_WOA_clim	.	.
phosphate_WOA_clim	.	.	Si	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	NO3	.	.	sst_cruise	.	.
sst_cruise	.	.	CHL	.	.	Si	.	.
Si	.	.	PHYC	.	.	NO3	.	.
NO3	.	.	PO4	.	.	CHL	.	.
CHL	.	.	O2	.	.	PHYC	.	.
PHYC	.	.	sst	.	.	PO4	.	.
PO4	.	.	PP	.	.	O2	.	.
O2	.	.	eastward_wind	.	.	sst	.	.
sst	.	.	surface_downward_eastward_stress	.	.	PP	.	.
PP	.	.	northward_wind	.	.	surface_downward_eastward_stress	.	.

KOK1608 bg

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.63	-0.127	par_6	0.64	0.055	par_3	0.54	-0.046
wind_stress	0.63	.	par_3	0.47	0.077	par_6	0.44	.
par_6	0.51	.	wind_stress	0.47	0.183	par_12	0.43	.
par	0.5	-0.077	par	0.43	-0.077	par	0.39	-0.052
Fe	0.41	-0.03	par_12	0.36	-0.028	Fe	0.27	-0.146
par_12	0.31	0.027	par_9	0.21	.	ugos	0.27	.
par_9	0.26	.	Fe	0.19	.	par_9	0.21	.
wind_speed	0.26	0.378	wind_speed	0.16	.	wind_stress	0.2	.
ugos	0.24	.	sla	0.07	.	sla	0.12	0.209
sla	0.16	0.031	ugos	0.06	.	wind_speed	0.09	0.061
ugosa	0.14	.	vgosa	0.01	.	surface_downward_northward_stress	0.07	.
vgos	0.07	.	ugosa	0.01	.	vgosa	0.02	.
sss	0.05	.	surface_downward_northward_stress	0.01	.	ugosa	0.01	.
vgosa	0.04	.	sss	0.01	.	northward_wind	0.01	.
northward_wind	0.04	.	AOU_WOA_clim	.	.	AOU_WOA_clim	.	.
sss_cruise	0.02	.	density_WOA_clim	.	.	density_WOA_clim	.	.
o2sat_WOA_clim	0.01	.	o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.
eastward_wind	0.01	.	oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.
surface_downward_eastward_stress	0.01	.	salinity_WOA_clim	.	.	salinity_WOA_clim	.	.
AOU_WOA_clim	.	.	conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.
density_WOA_clim	.	.	nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.
oxygen_WOA_clim	.	.	phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.
salinity_WOA_clim	.	.	silicate_WOA_clim	.	.	silicate_WOA_clim	.	.
conductivity_WOA_clim	.	.	sss_cruise	.	.	sss_cruise	.	.
nitrate_WOA_clim	.	.	sst_cruise	.	.	sst_cruise	.	.
phosphate_WOA_clim	.	.	Si	.	.	Si	.	.
silicate_WOA_clim	.	.	NO3	.	.	NO3	.	.
sst_cruise	.	.	CHL	.	.	CHL	.	.
Si	.	.	PHYC	.	.	PHYC	.	.
NO3	.	.	PO4	.	.	PO4	.	.
CHL	.	.	O2	.	.	O2	.	.
PHYC	.	.	sst	.	.	sst	.	.
PO4	.	.	PP	.	.	PP	.	.
O2	.	.	vgos	.	.	vgos	.	.
sst	.	.	eastward_wind	.	.	eastward_wind	.	.
PP	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
surface_downward_northward_stress	.	.	northward_wind	.	.	sss	.	.

KOK1608 rest2_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
wind_stress	0.88	1.242	wind_stress	0.68	0.107	wind_stress	0.69	0.047
par_6	0.75	-0.146	par_3	0.43	0.004	par_3	0.68	0.02
par_9	0.46	.	par_6	0.36	.	par	0.54	0.004
par_3	0.41	.	par_9	0.35	-0.008	par_9	0.32	-0.004
Fe	0.41	0.14	par	0.31	.	surface_downward_northward_stress	0.28	-0.046
ugos	0.41	0.067	par_12	0.17	.	par_12	0.22	.
par	0.32	.	ugos	0.17	.	par_6	0.15	.
par_12	0.3	.	Fe	0.15	.	ugos	0.15	0.002
ugosa	0.24	0.106	wind_speed	0.09	.	Fe	0.12	.
wind_speed	0.19	.	surface_downward_northward_stress	0.06	.	wind_speed	0.07	.
sss	0.14	.	ugosa	0.04	.	sla	0.03	.
sss_cruise	0.06	.	sss	0.04	.	sss	0.03	.
vgos	0.06	.	sla	0.02	.	vgosa	0.01	.
northward_wind	0.06	.	AOU_WOA_clim	.	.	vgos	0.01	.
sla	0.05	.	density_WOA_clim	.	.	AOU_WOA_clim	.	.
eastward_wind	0.04	.	o2sat_WOA_clim	.	.	density_WOA_clim	.	.
surface_downward_eastward_stress	0.02	.	oxygen_WOA_clim	.	.	o2sat_WOA_clim	.	.
density_WOA_clim	0.01	.	salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.
surface_downward_northward_stress	0.01	.	conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.
AOU_WOA_clim	.	.	nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.
o2sat_WOA_clim	.	.	phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.
oxygen_WOA_clim	.	.	silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.
salinity_WOA_clim	.	.	sss_cruise	.	.	silicate_WOA_clim	.	.
conductivity_WOA_clim	.	.	sst_cruise	.	.	sss_cruise	.	.
nitrate_WOA_clim	.	.	Si	.	.	sst_cruise	.	.
phosphate_WOA_clim	.	.	NO3	.	.	Si	.	.
silicate_WOA_clim	.	.	CHL	.	.	NO3	.	.
sst_cruise	.	.	PHYC	.	.	CHL	.	.
Si	.	.	PO4	.	.	PHYC	.	.
NO3	.	.	O2	.	.	PO4	.	.
CHL	.	.	sst	.	.	O2	.	.
PHYC	.	.	PP	.	.	sst	.	.
PO4	.	.	vgosa	.	.	PP	.	.
O2	.	.	vgos	.	.	ugosa	.	.
sst	.	.	eastward_wind	.	.	eastward_wind	.	.
PP	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
vgosa	.	.	northward_wind	.	.	northward_wind	.	.

KOK1608 pro1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	1	0.127	par	1	-0.099	wind_stress	0.96	0.021
par_9	1	0.142	par_9	0.97	0.04	par_3	0.82	0.005
wind_stress	1	0.41	wind_stress	0.94	0.154	par_12	0.6	0.005
par_6	0.97	0.07	ugos	0.69	0.075	par_6	0.54	0
Fe	0.95	0.168	par_6	0.5	0.002	ugos	0.37	0.005
par_12	0.87	-0.033	par_12	0.45	.	Fe	0.26	.
par	0.85	0.011	par_3	0.43	.	par	0.22	.
ugosa	0.72	0.077	Fe	0.38	0.012	par_9	0.14	.
sss_cruise	0.52	-0.143	ugosa	0.32	.	surface_downward_northward_stress	0.12	.
northward_wind	0.45	0.195	sss_cruise	0.04	.	ugosa	0.03	.
ugos	0.29	.	northward_wind	0.04	.	sss	0.02	.
sla	0.26	.	sss	0.04	.	sss_cruise	0.01	.
sss	0.23	.	wind_speed	0.03	.	vgosa	0.01	.
vgosa	0.19	.	surface_downward_northward_stress	0.02	.	wind_speed	0.01	.
sst_cruise	0.15	.	sst_cruise	0.01	.	AOU_WOA_clim	.	.
eastward_wind	0.15	.	vgosa	0.01	.	density_WOA_clim	.	.
vgos	0.14	.	sla	0.01	.	o2sat_WOA_clim	.	.
o2sat_WOA_clim	0.04	.	eastward_wind	0.01	.	oxygen_WOA_clim	.	.
density_WOA_clim	0.03	.	surface_downward_eastward_stress	0.01	.	salinity_WOA_clim	.	.
surface_downward_eastward_stress	0.02	.	AOU_WOA_clim	.	.	conductivity_WOA_clim	.	.
surface_downward_northward_stress	0.02	.	density_WOA_clim	.	.	nitrate_WOA_clim	.	.
O2	0.01	.	o2sat_WOA_clim	.	.	phosphate_WOA_clim	.	.
sst	0.01	.	oxygen_WOA_clim	.	.	silicate_WOA_clim	.	.
wind_speed	0.01	.	salinity_WOA_clim	.	.	sst_cruise	.	.
AOU_WOA_clim	.	.	conductivity_WOA_clim	.	.	Si	.	.
oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.	NO3	.	.
salinity_WOA_clim	.	.	phosphate_WOA_clim	.	.	CHL	.	.
conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.	PHYC	.	.
nitrate_WOA_clim	.	.	Si	.	.	PO4	.	.
phosphate_WOA_clim	.	.	NO3	.	.	O2	.	.
silicate_WOA_clim	.	.	CHL	.	.	sst	.	.
Si	.	.	PHYC	.	.	PP	.	.
NO3	.	.	PO4	.	.	vgos	.	.
CHL	.	.	O2	.	.	sla	.	.
PHYC	.	.	sst	.	.	eastward_wind	.	.
PO4	.	.	PP	.	.	surface_downward_eastward_stress	.	.
PP	.	.	vgos	.	.	northward_wind	.	.

KOK1609 pico2_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.99	0.034	par_12	0.99	-0.052	par	1	0.074
par_9	0.94	0.011	par_6	0.95	-0.03	par_9	0.74	-0.011
par_3	0.93	.	par_3	0.9	-0.067	par_6	0.72	-0.015
par_12	0.86	0.004	par_9	0.88	-0.033	par_3	0.43	.
Fe	0.85	0.005	Fe	0.87	0.014	Fe	0.41	.
surface_downward_northward_stress	0.47	.	par	0.63	-0.001	par_12	0.39	.
par	0.2	.	wind_stress	0.61	-0.006	vgosa	0.24	.
phosphate_WOA_clim	0.07	.	northward_wind	0.6	-0.022	northward_wind	0.16	.
wind_stress	0.05	.	phosphate_WOA_clim	0.28	.	wind_stress	0.08	.
northward_wind	0.05	.	ugosa	0.18	.	vgos	0.07	.
sss	0.05	.	surface_downward_northward_stress	0.12	.	surface_downward_northward_stress	0.07	.
ugosa	0.03	.	vgos	0.09	.	ugosa	0.02	.
vgosa	0.02	.	sss	0.08	.	phosphate_WOA_clim	0.01	.
wind_speed	0.01	.	wind_speed	0.06	.	AOU_WOA_clim	.	.
AOU_WOA_clim	.	.	ugos	0.03	.	density_WOA_clim	.	.
density_WOA_clim	.	.	vgosa	0.01	.	o2sat_WOA_clim	.	.
o2sat_WOA_clim	.	.	AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	density_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	o2sat_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	salinity_WOA_clim	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	conductivity_WOA_clim	.	.	sss_cruise	.	.
sss_cruise	.	.	nitrate_WOA_clim	.	.	sst_cruise	.	.
sst_cruise	.	.	silicate_WOA_clim	.	.	Si	.	.
Si	.	.	sss_cruise	.	.	NO3	.	.
NO3	.	.	sst_cruise	.	.	CHL	.	.
CHL	.	.	Si	.	.	PHYC	.	.
PHYC	.	.	NO3	.	.	PO4	.	.
PO4	.	.	CHL	.	.	O2	.	.
O2	.	.	PHYC	.	.	sst	.	.
sst	.	.	PO4	.	.	PP	.	.
PP	.	.	O2	.	.	sla	.	.
vgos	.	.	sst	.	.	ugos	.	.
sla	.	.	PP	.	.	eastward_wind	.	.
ugos	.	.	sla	.	.	surface_downward_eastward_stress	.	.
eastward_wind	.	.	eastward_wind	.	.	wind_speed	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	sss	.	.

KOK1609 rest1_2

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
Fe	0.26	.	par	0.11	.	par_9	0.09	.
par_6	0.25	.	par_3	0.11	.	par	0.08	.
par_9	0.18	.	Fe	0.1	.	Fe	0.08	.
par_3	0.15	.	par_6	0.09	.	par_12	0.05	.
par	0.09	.	par_12	0.07	.	par_6	0.04	.
surface_downward_northward_stress	0.07	.	par_9	0.04	.	surface_downward_northward_stress	0.03	.
par_12	0.05	.	wind_stress	0.03	.	par_3	0.02	.
wind_stress	0.01	.	northward_wind	0.03	.	vgosa	0.01	.
northward_wind	0.01	.	vgosa	0.01	.	AOU_WOA_clim	.	.
AOU_WOA_clim	.	.	AOU_WOA_clim	.	.	density_WOA_clim	.	.
density_WOA_clim	.	.	density_WOA_clim	.	.	o2sat_WOA_clim	.	.
o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.
phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	silicate_WOA_clim	.	.	sss_cruise	.	.
sss_cruise	.	.	sss_cruise	.	.	sst_cruise	.	.
sst_cruise	.	.	sst_cruise	.	.	Si	.	.
Si	.	.	Si	.	.	NO3	.	.
NO3	.	.	NO3	.	.	CHL	.	.
CHL	.	.	CHL	.	.	PHYC	.	.
PHYC	.	.	PHYC	.	.	PO4	.	.
PO4	.	.	PO4	.	.	O2	.	.
O2	.	.	O2	.	.	sst	.	.
sst	.	.	sst	.	.	PP	.	.
PP	.	.	PP	.	.	vgos	.	.
vgosa	.	.	vgos	.	.	sla	.	.
vgos	.	.	sla	.	.	ugosa	.	.
sla	.	.	ugosa	.	.	ugos	.	.
ugosa	.	.	ugos	.	.	wind_stress	.	.
ugos	.	.	eastward_wind	.	.	eastward_wind	.	.
eastward_wind	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
surface_downward_eastward_stress	.	.	wind_speed	.	.	wind_speed	.	.
wind_speed	.	.	surface_downward_northward_stress	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1609 pico1_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_9	1	0.049	par_3	0.98	-0.141	par	0.98	0.051
par_6	0.99	0.106	par_6	0.94	-0.031	par_9	0.87	-0.022
par_3	0.82	0.029	par_12	0.75	-0.023	par_3	0.53	.
par_12	0.46	.	par_9	0.74	-0.052	Fe	0.5	.
surface_downward_northward_stress	0.35	.	par	0.46	.	par_12	0.37	.
Fe	0.29	.	wind_stress	0.38	.	par_6	0.08	.
par	0.25	.	Fe	0.3	.	northward_wind	0.06	.
wind_stress	0.06	.	surface_downward_northward_stress	0.24	.	wind_stress	0.05	.
northward_wind	0.06	.	northward_wind	0.08	.	surface_downward_northward_stress	0.02	.
ugosa	0.03	.	vgosa	0.07	.	ugosa	0.01	.
vgosa	0.02	.	ugosa	0.07	.	AOU_WOA_clim	.	.
sss	0.01	.	phosphate_WOA_clim	0.05	.	density_WOA_clim	.	.
AOU_WOA_clim	.	.	sss	0.02	.	o2sat_WOA_clim	.	.
density_WOA_clim	.	.	wind_speed	0.01	.	oxygen_WOA_clim	.	.
o2sat_WOA_clim	.	.	AOU_WOA_clim	.	.	salinity_WOA_clim	.	.
oxygen_WOA_clim	.	.	density_WOA_clim	.	.	conductivity_WOA_clim	.	.
salinity_WOA_clim	.	.	o2sat_WOA_clim	.	.	nitrate_WOA_clim	.	.
conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.	phosphate_WOA_clim	.	.
nitrate_WOA_clim	.	.	salinity_WOA_clim	.	.	silicate_WOA_clim	.	.
phosphate_WOA_clim	.	.	conductivity_WOA_clim	.	.	sss_cruise	.	.
silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.	sst_cruise	.	.
sss_cruise	.	.	silicate_WOA_clim	.	.	Si	.	.
sst_cruise	.	.	sss_cruise	.	.	NO3	.	.
Si	.	.	sst_cruise	.	.	CHL	.	.
NO3	.	.	Si	.	.	PHYC	.	.
CHL	.	.	NO3	.	.	PO4	.	.
PHYC	.	.	CHL	.	.	O2	.	.
PO4	.	.	PHYC	.	.	sst	.	.
O2	.	.	PO4	.	.	PP	.	.
sst	.	.	O2	.	.	vgosa	.	.
PP	.	.	sst	.	.	vgos	.	.
vgos	.	.	PP	.	.	sla	.	.
sla	.	.	vgos	.	.	ugos	.	.
ugos	.	.	sla	.	.	eastward_wind	.	.
eastward_wind	.	.	ugos	.	.	surface_downward_eastward_stress	.	.
surface_downward_eastward_stress	.	.	eastward_wind	.	.	wind_speed	.	.
wind_speed	.	.	surface_downward_eastward_stress	.	.	sss	.	.

KOK1609 croco

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	1	0.172	par_3	1	-0.194	par_9	1	-0.258
par_6	1	0.116	par_12	0.99	-0.084	par_3	0.96	0.058
par_9	1	0.13	par_6	0.92	-0.086	par	0.94	0.072
par_12	1	0.2	northward_wind	0.87	-0.097	Fe	0.91	-0.033
par	0.7	.	par_9	0.85	-0.072	par_6	0.71	.
density_WOA_clim	0.69	0.005	density_WOA_clim	0.72	-0.024	par_12	0.37	.
Fe	0.64	.	vgosa	0.64	0.026	northward_wind	0.33	0.002
wind_stress	0.27	.	par	0.59	.	ugosa	0.23	.
surface_downward_northward_stress	0.26	.	Fe	0.55	.	wind_stress	0.19	.
vgosa	0.19	.	wind_stress	0.42	.	surface_downward_northward_stress	0.18	.
ugosa	0.04	.	phosphate_WOA_clim	0.11	.	vgosa	0.17	.
northward_wind	0.04	.	surface_downward_northward_stress	0.09	.	sss	0.13	.
sss	0.03	.	ugosa	0.07	.	density_WOA_clim	0.1	.
phosphate_WOA_clim	0.02	.	sss	0.06	.	wind_speed	0.08	.
vgos	0.02	.	ugos	0.03	.	eastward_wind	0.05	.
ugos	0.02	.	surface_downward_eastward_stress	0.03	.	O2	0.03	.
surface_downward_eastward_stress	0.02	.	o2sat_WOA_clim	0.02	.	o2sat_WOA_clim	0.02	.
sst	0.01	.	wind_speed	0.02	.	oxygen_WOA_clim	0.01	.
AOU_WOA_clim	.	.	AOU_WOA_clim	.	.	surface_downward_eastward_stress	0.01	.
o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.	AOU_WOA_clim	.	.
oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.	sss_cruise	.	.	silicate_WOA_clim	.	.
sss_cruise	.	.	sst_cruise	.	.	sss_cruise	.	.
sst_cruise	.	.	Si	.	.	sst_cruise	.	.
Si	.	.	NO3	.	.	Si	.	.
NO3	.	.	CHL	.	.	NO3	.	.
CHL	.	.	PHYC	.	.	CHL	.	.
PHYC	.	.	PO4	.	.	PHYC	.	.
PO4	.	.	O2	.	.	PO4	.	.
O2	.	.	sst	.	.	sst	.	.
PP	.	.	PP	.	.	PP	.	.
sla	.	.	vgos	.	.	vgos	.	.
eastward_wind	.	.	sla	.	.	sla	.	.
wind_speed	.	.	eastward_wind	.	.	ugos	.	.

KOK1609 syn

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.18	.	par_3	0.22	.	par_9	0.39	.
par_9	0.09	.	Fe	0.1	.	par	0.1	.
Fe	0.07	.	par_9	0.03	.	Fe	0.1	.
par	0.06	.	par_12	0.03	.	par_6	0.05	.
par_3	0.06	.	par_6	0.02	.	par_3	0.02	.
par_12	0.01	.	wind_stress	0.02	.	surface_downward_northward_stress	0.02	.
wind_stress	0.01	.	par	0.01	.	par_12	0.01	.
AOU_WOA_clim	.	.	AOU_WOA_clim	.	.	AOU_WOA_clim	.	.
density_WOA_clim	.	.	density_WOA_clim	.	.	density_WOA_clim	.	.
o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.	salinity_WOA_clim	.	.	salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.	silicate_WOA_clim	.	.	silicate_WOA_clim	.	.
sss_cruise	.	.	sss_cruise	.	.	sss_cruise	.	.
sst_cruise	.	.	sst_cruise	.	.	sst_cruise	.	.
Si	.	.	Si	.	.	Si	.	.
NO3	.	.	NO3	.	.	NO3	.	.
CHL	.	.	CHL	.	.	CHL	.	.
PHYC	.	.	PHYC	.	.	PHYC	.	.
PO4	.	.	PO4	.	.	PO4	.	.
O2	.	.	O2	.	.	O2	.	.
sst	.	.	sst	.	.	sst	.	.
PP	.	.	PP	.	.	PP	.	.
vgosa	.	.	vgosa	.	.	vgosa	.	.
vgos	.	.	vgos	.	.	vgos	.	.
sla	.	.	sla	.	.	sla	.	.
ugosa	.	.	ugosa	.	.	ugosa	.	.
ugos	.	.	ugos	.	.	ugos	.	.
eastward_wind	.	.	eastward_wind	.	.	wind_stress	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	eastward_wind	.	.
wind_speed	.	.	wind_speed	.	.	surface_downward_eastward_stress	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	wind_speed	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1609 rest2_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.07	.	par_3	0.4	.	par_3	0.1	.
par_6	0.06	.	par	0.28	.	par_9	0.09	.
par	0.01	.	par_12	0.07	.	par_12	0.03	.
par_12	0.01	.	par_9	0.01	.	par	0.02	.
AOU_WOA_clim	.	.	AOU_WOA_clim	.	.	Fe	0.02	.
density_WOA_clim	.	.	density_WOA_clim	.	.	par_6	0.01	.
o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.	AOU_WOA_clim	.	.
oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.	density_WOA_clim	.	.
salinity_WOA_clim	.	.	salinity_WOA_clim	.	.	o2sat_WOA_clim	.	.
conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.
nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.	salinity_WOA_clim	.	.
phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.	conductivity_WOA_clim	.	.
silicate_WOA_clim	.	.	silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.
sss_cruise	.	.	sss_cruise	.	.	phosphate_WOA_clim	.	.
sst_cruise	.	.	sst_cruise	.	.	silicate_WOA_clim	.	.
par_9	.	.	par_6	.	.	sss_cruise	.	.
Si	.	.	Si	.	.	sst_cruise	.	.
NO3	.	.	NO3	.	.	Si	.	.
CHL	.	.	CHL	.	.	NO3	.	.
PHYC	.	.	PHYC	.	.	CHL	.	.
PO4	.	.	PO4	.	.	PHYC	.	.
O2	.	.	O2	.	.	PO4	.	.
sst	.	.	sst	.	.	O2	.	.
Fe	.	.	Fe	.	.	sst	.	.
PP	.	.	PP	.	.	PP	.	.
vgosa	.	.	vgosa	.	.	vgosa	.	.
vgos	.	.	vgos	.	.	vgos	.	.
sla	.	.	sla	.	.	sla	.	.
ugosa	.	.	ugosa	.	.	ugosa	.	.
ugos	.	.	ugos	.	.	ugos	.	.
wind_stress	.	.	wind_stress	.	.	wind_stress	.	.
eastward_wind	.	.	eastward_wind	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
wind_speed	.	.	wind_speed	.	.	wind_speed	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1609 pro1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	1	0.153	par	0.99	-0.062	Fe	0.61	.
par_9	1	0.089	par_3	0.89	-0.032	northward_wind	0.15	.
par	0.99	0.077	Fe	0.55	.	surface_downward_northward_stress	0.06	.
Fe	0.99	-0.017	surface_downward_northward_stress	0.42	.	par_6	0.04	.
par_3	0.98	0.055	par_12	0.32	.	par_9	0.04	.
par_12	0.94	-0.028	par_9	0.19	.	par	0.01	.
wind_stress	0.52	.	par_6	0.15	.	par_3	0.01	.
northward_wind	0.32	.	wind_stress	0.04	.	AOU_WOA_clim	.	.
surface_downward_northward_stress	0.17	.	ugosa	0.02	.	density_WOA_clim	.	.
phosphate_WOA_clim	0.1	.	vgosa	0.01	.	o2sat_WOA_clim	.	.
vgosa	0.09	.	AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.
ugosa	0.07	.	density_WOA_clim	.	.	salinity_WOA_clim	.	.
vgos	0.05	.	o2sat_WOA_clim	.	.	conductivity_WOA_clim	.	.
wind_speed	0.03	.	oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.
sss	0.03	.	salinity_WOA_clim	.	.	phosphate_WOA_clim	.	.
AOU_WOA_clim	.	.	conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.
density_WOA_clim	.	.	nitrate_WOA_clim	.	.	sss_cruise	.	.
o2sat_WOA_clim	.	.	phosphate_WOA_clim	.	.	sst_cruise	.	.
oxygen_WOA_clim	.	.	silicate_WOA_clim	.	.	par_12	.	.
salinity_WOA_clim	.	.	sss_cruise	.	.	Si	.	.
conductivity_WOA_clim	.	.	sst_cruise	.	.	NO3	.	.
nitrate_WOA_clim	.	.	Si	.	.	CHL	.	.
silicate_WOA_clim	.	.	NO3	.	.	PHYC	.	.
sss_cruise	.	.	CHL	.	.	PO4	.	.
sst_cruise	.	.	PHYC	.	.	O2	.	.
Si	.	.	PO4	.	.	sst	.	.
NO3	.	.	O2	.	.	PP	.	.
CHL	.	.	sst	.	.	vgosa	.	.
PHYC	.	.	PP	.	.	vgos	.	.
PO4	.	.	vgos	.	.	sla	.	.
O2	.	.	sla	.	.	ugosa	.	.
sst	.	.	ugos	.	.	ugos	.	.
PP	.	.	eastward_wind	.	.	wind_stress	.	.
sla	.	.	surface_downward_eastward_stress	.	.	eastward_wind	.	.
ugos	.	.	wind_speed	.	.	surface_downward_eastward_stress	.	.
eastward_wind	.	.	northward_wind	.	.	wind_speed	.	.
surface_downward_eastward_stress	.	.	sss	.	.	sss	.	.

KOK1609 bg2

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_9	0.22	.	par_3	0.14	.	par_3	0.12	.
par_6	0.21	.	par	0.1	.	Fe	0.09	.
par	0.1	.	par_6	0.1	.	par	0.08	.
par_3	0.07	.	par_12	0.07	.	par_9	0.08	.
Fe	0.05	.	Fe	0.07	.	par_12	0.06	.
par_12	0.02	.	par_9	0.03	.	par_6	0.02	.
wind_stress	0.02	.	wind_stress	0.02	.	AOU_WOA_clim	.	.
surface_downward_northward_stress	0.01	.	surface_downward_northward_stress	0.01	.	density_WOA_clim	.	.
northward_wind	0.01	.	northward_wind	0.01	.	o2sat_WOA_clim	.	.
AOU_WOA_clim	.	.	AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.
density_WOA_clim	.	.	density_WOA_clim	.	.	salinity_WOA_clim	.	.
o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.	conductivity_WOA_clim	.	.
oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.
salinity_WOA_clim	.	.	salinity_WOA_clim	.	.	phosphate_WOA_clim	.	.
conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.
nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.	sss_cruise	.	.
phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.	sst_cruise	.	.
silicate_WOA_clim	.	.	silicate_WOA_clim	.	.	Si	.	.
sss_cruise	.	.	sss_cruise	.	.	NO3	.	.
sst_cruise	.	.	sst_cruise	.	.	CHL	.	.
Si	.	.	Si	.	.	PHYC	.	.
NO3	.	.	NO3	.	.	PO4	.	.
CHL	.	.	CHL	.	.	O2	.	.
PHYC	.	.	PHYC	.	.	sst	.	.
PO4	.	.	PO4	.	.	PP	.	.
O2	.	.	O2	.	.	vgosa	.	.
sst	.	.	sst	.	.	vgos	.	.
PP	.	.	PP	.	.	sla	.	.
vgosa	.	.	vgosa	.	.	ugosa	.	.
vgos	.	.	vgos	.	.	ugos	.	.
sla	.	.	sla	.	.	wind_stress	.	.
ugosa	.	.	ugosa	.	.	eastward_wind	.	.
ugos	.	.	ugos	.	.	surface_downward_eastward_stress	.	.
eastward_wind	.	.	eastward_wind	.	.	wind_speed	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_northward_stress	.	.
wind_speed	.	.	wind_speed	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1609 rest1_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
Fe	0.49	.	par	0.66	-0.027	par_12	0.16	.
par_9	0.29	.	par_12	0.27	.	Fe	0.16	.
par_12	0.22	.	par_3	0.23	.	par	0.08	.
par	0.14	.	Fe	0.11	.	par_3	0.04	.
par_6	0.08	.	par_6	0.03	.	par_6	0.03	.
par_3	0.03	.	par_9	0.03	.	par_9	0.03	.
ugosa	0.01	.	surface_downward_northward_stress	0.01	.	vgosa	0.02	.
surface_downward_northward_stress	0.01	.	AOU_WOA_clim	.	.	surface_downward_northward_stress	0.01	.
AOU_WOA_clim	.	.	density_WOA_clim	.	.	AOU_WOA_clim	.	.
density_WOA_clim	.	.	o2sat_WOA_clim	.	.	density_WOA_clim	.	.
o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.	o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.	sss_cruise	.	.	silicate_WOA_clim	.	.
sss_cruise	.	.	sst_cruise	.	.	sss_cruise	.	.
sst_cruise	.	.	Si	.	.	sst_cruise	.	.
Si	.	.	NO3	.	.	Si	.	.
NO3	.	.	CHL	.	.	NO3	.	.
CHL	.	.	PHYC	.	.	CHL	.	.
PHYC	.	.	PO4	.	.	PHYC	.	.
PO4	.	.	O2	.	.	PO4	.	.
O2	.	.	sst	.	.	O2	.	.
sst	.	.	PP	.	.	sst	.	.
PP	.	.	vgosa	.	.	PP	.	.
vgosa	.	.	vgos	.	.	vgos	.	.
vgos	.	.	sla	.	.	sla	.	.
sla	.	.	ugosa	.	.	ugosa	.	.
ugos	.	.	ugos	.	.	ugos	.	.
wind_stress	.	.	wind_stress	.	.	wind_stress	.	.
eastward_wind	.	.	eastward_wind	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
wind_speed	.	.	wind_speed	.	.	wind_speed	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1609 bg1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.09	.	par	0.06	.	par	0.09	.
par_3	0.07	.	Fe	0.04	.	par_9	0.09	.
Fe	0.06	.	par_6	0.03	.	Fe	0.03	.
par_9	0.05	.	par_3	0.02	.	par_6	0.01	.
par	0.03	.	par_9	0.01	.	par_12	0.01	.
par_12	0.02	.	par_12	0.01	.	wind_stress	0.01	.
surface_downward_northward_stress	0.02	.	northward_wind	0.01	.	AOU_WOA_clim	.	.
AOU_WOA_clim	.	.	AOU_WOA_clim	.	.	density_WOA_clim	.	.
density_WOA_clim	.	.	density_WOA_clim	.	.	o2sat_WOA_clim	.	.
o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.
phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	silicate_WOA_clim	.	.	sss_cruise	.	.
sss_cruise	.	.	sss_cruise	.	.	sst_cruise	.	.
sst_cruise	.	.	sst_cruise	.	.	par_3	.	.
Si	.	.	Si	.	.	Si	.	.
NO3	.	.	NO3	.	.	NO3	.	.
CHL	.	.	CHL	.	.	CHL	.	.
PHYC	.	.	PHYC	.	.	PHYC	.	.
PO4	.	.	PO4	.	.	PO4	.	.
O2	.	.	O2	.	.	O2	.	.
sst	.	.	sst	.	.	sst	.	.
PP	.	.	PP	.	.	PP	.	.
vgosa	.	.	vgosa	.	.	vgosa	.	.
vgos	.	.	vgos	.	.	vgos	.	.
sla	.	.	sla	.	.	sla	.	.
ugosa	.	.	ugosa	.	.	ugosa	.	.
ugos	.	.	ugos	.	.	ugos	.	.
wind_stress	.	.	wind_stress	.	.	eastward_wind	.	.
eastward_wind	.	.	eastward_wind	.	.	surface_downward_eastward_stress	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	wind_speed	.	.
wind_speed	.	.	wind_speed	.	.	surface_downward_northward_stress	.	.
northward_wind	.	.	surface_downward_northward_stress	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

MGL1704 pico2_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
wind_speed	0.99	-0.124	par_3	1.00	-0.03	par	1	0.066
wind_stress	0.96	0.154	sst_cruise	0.99	-0.292	par_6	1	-0.059
PP	0.94	0.073	par_9	0.99	-0.046	eastward_wind	1	0.171
par_6	0.93	0.026	wind_speed	0.99	0.16	sst	0.98	0.299
vgosa	0.93	0.053	sss_cruise	0.98	-0.017	PP	0.96	0.086
sss_cruise	0.92	.	PP	0.98	-0.13	par_12	0.88	-0.02
par_3	0.92	0.038	eastward_wind	0.98	0.102	sss_cruise	0.86	-0.014
par_9	0.92	0.026	par	0.96	-0.059	par_9	0.76	-0.017
ugos	0.92	-0.037	par_6	0.96	-0.055	par_3	0.72	.
par	0.91	0.016	par_12	0.96	-0.046	sst_cruise	0.63	.
northward_wind	0.91	0.052	northward_wind	0.90	-0.064	wind_speed	0.63	.
eastward_wind	0.90	-0.057	wind_stress	0.79	-0.164	sla	0.62	0.005
surface_downward_eastward_stress	0.89	0.106	density_WOA_clim	0.75	-0.216	ugosa	0.61	-0.018
nitrate_WOA_clim	0.88	-0.16	silicate_WOA_clim	0.75	0.3	surface_downward_northward_stress	0.57	0.004
par_12	0.87	0.018	ugosa	0.71	-0.026	wind_stress	0.56	0.003
sst_cruise	0.75	0.07	phosphate_WOA_clim	0.70	-0.086	vgosa	0.55	0.008
sla	0.70	.	sla	0.69	.	northward_wind	0.53	.
o2sat_WOA_clim	0.67	0.045	vgosa	0.63	-0.015	Fe	0.44	.
surface_downward_northward_stress	0.60	-0.019	sss	0.59	0.065	ugos	0.41	-0.003
silicate_WOA_clim	0.54	-0.036	ugos	0.58	.	nitrate_WOA_clim	0.39	.
density_WOA_clim	0.53	.	surface_downward_northward_stress	0.55	.	density_WOA_clim	0.34	.
sst	0.49	.	o2sat_WOA_clim	0.53	-0.043	phosphate_WOA_clim	0.34	.
sss	0.49	.	surface_downward_eastward_stress	0.53	0	vgos	0.34	.
ugosa	0.43	.	CHL	0.51	0.103	surface_downward_eastward_stress	0.32	.
vgos	0.40	.	PO4	0.50	0.245	sss	0.31	.
O2	0.38	.	NO3	0.42	.	AOU_WOA_clim	0.26	.
NO3	0.35	-0.07	O2	0.42	.	o2sat_WOA_clim	0.26	.
CHL	0.31	.	vgos	0.40	.	silicate_WOA_clim	0.19	.
Fe	0.30	.	sst	0.31	.	PO4	0.18	.
salinity_WOA_clim	0.29	.	Fe	0.31	0.016	O2	0.09	.
PO4	0.21	.	AOU_WOA_clim	0.23	.	salinity_WOA_clim	0.07	.
Si	0.19	.	Si	0.21	.	NO3	0.06	.
AOU_WOA_clim	0.17	.	salinity_WOA_clim	0.20	.	Si	0.05	.
PHYC	0.15	.	nitrate_WOA_clim	0.15	.	oxygen_WOA_clim	0.03	.
phosphate_WOA_clim	0.12	.	oxygen_WOA_clim	0.08	.	conductivity_WOA_clim	0.03	.
oxygen_WOA_clim	0.04	.	PHYC	0.02	.	CHL	.	.
conductivity_WOA_clim	0.01	.	conductivity_WOA_clim	0.01	.	PHYC	.	.

MGL1704 bg2

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
sss_cruise	0.79	0.001	sss_cruise	0.81	.	sss_cruise	0.84	-0.067
density_WOA_clim	0.75	0.078	par_9	0.65	-0.005	par	0.76	.
PP	0.69	.	par	0.61	.	sla	0.68	0.245
sla	0.67	0.015	sla	0.58	.	par_6	0.67	0.011
wind_speed	0.65	0.015	wind_speed	0.56	.	par_9	0.66	.
par	0.64	.	density_WOA_clim	0.55	.	density_WOA_clim	0.6	-0.402
surface_downward_eastward_stress	0.61	.	par_12	0.55	.	northward_wind	0.59	-0.076
par_12	0.6	.	AOU_WOA_clim	0.51	-0.141	eastward_wind	0.57	-0.01
ugos	0.58	0.039	par_3	0.47	.	surface_downward_eastward_stress	0.57	-0.091
par_3	0.57	.	par_6	0.47	.	wind_stress	0.55	0.146
par_6	0.56	.	ugosa	0.46	-0.064	par_3	0.53	0.014
eastward_wind	0.54	0.032	eastward_wind	0.44	.	PP	0.51	.
par_9	0.52	.	surface_downward_northward_stress	0.44	-0.031	Fe	0.49	0.024
vgos	0.48	.	northward_wind	0.44	-0.006	wind_speed	0.49	.
surface_downward_northward_stress	0.47	.	PO4	0.42	.	par_12	0.48	.
northward_wind	0.46	.	PP	0.39	.	vgosa	0.48	0.252
o2sat_WOA_clim	0.45	.	wind_stress	0.38	.	vgos	0.45	.
ugosa	0.39	.	ugos	0.33	.	ugos	0.38	.
wind_stress	0.38	.	sst_cruise	0.31	.	o2sat_WOA_clim	0.36	.
sst_cruise	0.29	.	o2sat_WOA_clim	0.3	.	sss	0.35	-0.133
sss	0.28	.	surface_downward_eastward_stress	0.28	.	PO4	0.32	.
AOU_WOA_clim	0.24	.	sss	0.27	.	nitrate_WOA_clim	0.3	.
Fe	0.24	.	vgosa	0.21	.	ugosa	0.3	.
Si	0.2	.	phosphate_WOA_clim	0.2	.	surface_downward_northward_stress	0.29	.
nitrate_WOA_clim	0.19	.	vgos	0.19	.	sst	0.28	.
sst	0.18	.	nitrate_WOA_clim	0.18	.	phosphate_WOA_clim	0.27	.
vgosa	0.18	.	NO3	0.17	.	AOU_WOA_clim	0.22	.
phosphate_WOA_clim	0.15	.	silicate_WOA_clim	0.15	.	silicate_WOA_clim	0.2	.
silicate_WOA_clim	0.15	.	Fe	0.14	.	sst_cruise	0.19	.
NO3	0.14	.	O2	0.11	.	conductivity_WOA_clim	0.08	.
PO4	0.13	.	sst	0.09	.	Si	0.06	.
O2	0.13	.	CHL	0.08	.	NO3	0.06	.
conductivity_WOA_clim	0.07	.	Si	0.06	.	O2	0.05	.
oxygen_WOA_clim	0.05	.	salinity_WOA_clim	0.04	.	salinity_WOA_clim	0.04	.
salinity_WOA_clim	0.03	.	conductivity_WOA_clim	0.01	.	oxygen_WOA_clim	0.03	.
CHL	0.03	.	oxygen_WOA_clim	.	.	CHL	.	.
PHYC	.	.	PHYC	.	.	PHYC	.	.

MGL1704 syn

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.99	0.065	AOU_WOA_clim	1	-0.198	sss_cruise	0.99	-0.055
par_9	0.98	0.04	sss_cruise	1	-0.157	Fe	0.99	0.515
sla	0.97	0.203	wind_speed	1	0.321	AOU_WOA_clim	0.98	-0.277
par_6	0.93	0.022	par	0.96	-0.06	wind_speed	0.97	0.144
sss_cruise	0.9	-0.025	par_9	0.95	-0.038	PP	0.88	-0.187
wind_speed	0.9	-0.081	wind_stress	0.93	-0.375	ugos	0.85	0.183
par	0.84	0.002	ugos	0.86	0.09	phosphate_WOA_clim	0.84	0.264
surface_downward_northward_stress	0.83	0.028	surface_downward_eastward_stress	0.81	-0.017	wind_stress	0.82	-0.132
ugos	0.76	-0.089	northward_wind	0.78	0.025	par	0.81	0.032
eastward_wind	0.76	-0.04	PP	0.77	-0.107	sst_cruise	0.78	-0.137
par_12	0.74	.	par_12	0.74	0.007	par_12	0.76	.
PP	0.71	0.022	sst	0.74	-0.057	par_9	0.75	.
sst_cruise	0.69	0.05	eastward_wind	0.73	0.007	par_6	0.73	0.001
o2sat_WOA_clim	0.68	0.059	Fe	0.69	0.336	eastward_wind	0.67	0.01
vgos	0.52	.	par_6	0.68	-0.017	par_3	0.64	.
sst	0.49	.	par_3	0.66	.	surface_downward_northward_stress	0.46	.
surface_downward_eastward_stress	0.49	.	density_WOA_clim	0.6	.	sla	0.45	.
northward_wind	0.45	.	vgosa	0.47	-0.051	ugosa	0.39	.
ugosa	0.41	.	sst_cruise	0.4	.	silicate_WOA_clim	0.37	.
sss	0.4	.	surface_downward_northward_stress	0.39	.	northward_wind	0.37	.
wind_stress	0.34	.	O2	0.31	.	vgosa	0.28	.
density_WOA_clim	0.3	.	ugosa	0.26	.	surface_downward_eastward_stress	0.27	.
phosphate_WOA_clim	0.25	.	sla	0.19	.	vgos	0.25	.
oxygen_WOA_clim	0.24	.	PO4	0.17	.	sst	0.18	.
PO4	0.23	.	vgos	0.12	.	sss	0.12	.
vgosa	0.22	.	silicate_WOA_clim	0.11	.	salinity_WOA_clim	0.11	.
AOU_WOA_clim	0.2	.	CHL	0.11	.	CHL	0.11	.
nitrate_WOA_clim	0.19	.	sss	0.09	.	nitrate_WOA_clim	0.08	.
CHL	0.15	.	o2sat_WOA_clim	0.03	.	density_WOA_clim	0.07	.
Si	0.11	.	nitrate_WOA_clim	0.03	.	oxygen_WOA_clim	0.07	.
NO3	0.11	.	phosphate_WOA_clim	0.02	.	PO4	0.05	.
O2	0.09	.	NO3	0.02	.	Si	0.03	.
conductivity_WOA_clim	0.08	.	Si	0.01	.	O2	0.03	.
silicate_WOA_clim	0.05	.	oxygen_WOA_clim	.	.	NO3	0.02	.
Fe	0.04	.	salinity_WOA_clim	.	.	o2sat_WOA_clim	.	.
salinity_WOA_clim	0.03	.	conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.
PHYC	.	.	PHYC	.	.	PHYC	.	.

MGL1704 rest1_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
sss_cruise	0.86	-0.013	sss_cruise	0.84	-0.024	sss_cruise	0.69	-0.024
vgos	0.81	-0.014	sla	0.6	.	vgosa	0.62	0.061
density_WOA_clim	0.75	-0.066	par_12	0.57	0.004	PO4	0.58	0.047
PP	0.72	0.015	par	0.48	.	par_3	0.55	0.011
surface_downward_eastward_stress	0.67	0.009	eastward_wind	0.48	0.012	sla	0.54	0.001
surface_downward_northward_stress	0.64	.	surface_downward_northward_stress	0.48	.	PP	0.51	0.008
par	0.63	.	density_WOA_clim	0.44	0.018	Fe	0.49	.
par_12	0.63	.	par_3	0.44	.	par	0.48	.
sla	0.61	.	wind_stress	0.42	.	par_9	0.45	.
par_3	0.57	.	sss	0.37	.	wind_speed	0.45	.
wind_speed	0.56	0	Fe	0.32	.	density_WOA_clim	0.44	.
par_9	0.55	.	wind_speed	0.32	.	northward_wind	0.4	.
eastward_wind	0.53	0.001	par_6	0.31	.	eastward_wind	0.36	.
par_6	0.49	-0.002	par_9	0.3	.	par_6	0.34	.
sss	0.49	.	AOU_WOA_clim	0.28	-0.002	par_12	0.34	-0.001
ugos	0.47	.	ugosa	0.28	-0.024	vgos	0.34	.
sst	0.41	0.001	PP	0.25	.	ugos	0.26	.
o2sat_WOA_clim	0.36	.	vgos	0.25	.	o2sat_WOA_clim	0.24	.
ugosa	0.34	.	northward_wind	0.25	0.007	sss	0.24	.
northward_wind	0.32	.	ugos	0.24	.	phosphate_WOA_clim	0.23	0.066
phosphate_WOA_clim	0.28	.	o2sat_WOA_clim	0.17	.	silicate_WOA_clim	0.23	.
wind_stress	0.26	.	surface_downward_eastward_stress	0.14	.	wind_stress	0.23	.
Fe	0.25	.	vgosa	0.12	.	surface_downward_northward_stress	0.14	.
AOU_WOA_clim	0.2	.	sst	0.1	.	AOU_WOA_clim	0.13	.
sst_cruise	0.18	.	silicate_WOA_clim	0.07	.	surface_downward_eastward_stress	0.13	.
PO4	0.16	.	sst_cruise	0.06	.	sst	0.11	.
vgosa	0.13	.	phosphate_WOA_clim	0.05	.	nitrate_WOA_clim	0.1	.
O2	0.11	.	O2	0.02	.	ugosa	0.1	.
nitrate_WOA_clim	0.09	.	nitrate_WOA_clim	0.01	.	O2	0.02	.
silicate_WOA_clim	0.07	.	NO3	0.01	.	oxygen_WOA_clim	0.01	.
Si	0.05	.	PO4	0.01	.	conductivity_WOA_clim	0.01	.
oxygen_WOA_clim	0.04	.	oxygen_WOA_clim	.	.	Si	0.01	.
salinity_WOA_clim	0.04	.	salinity_WOA_clim	.	.	salinity_WOA_clim	.	.
NO3	0.04	.	conductivity_WOA_clim	.	.	sst_cruise	.	.
conductivity_WOA_clim	0.02	.	Si	.	.	NO3	.	.
CHL	.	.	CHL	.	.	CHL	.	.
PHYC	.	.	PHYC	.	.	PHYC	.	.

MGL1704 bg1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
sss_cruise	0.67	-0.006	AOU_WOA_clim	0.93	-0.08	sss_cruise	0.64	.
phosphate_WOA_clim	0.66	0.035	sss_cruise	0.81	-0.035	sss	0.6	-0.193
wind_stress	0.49	.	wind_speed	0.78	0.032	AOU_WOA_clim	0.55	-0.024
oxygen_WOA_clim	0.47	0.051	par_3	0.68	-0.027	eastward_wind	0.52	0.007
eastward_wind	0.43	.	eastward_wind	0.5	0.004	O2	0.51	.
northward_wind	0.42	.	par	0.33	.	PO4	0.49	.
vgosa	0.31	.	sla	0.29	.	par_3	0.43	.
par_9	0.27	.	par_12	0.28	.	ugos	0.35	.
density_WOA_clim	0.26	.	vgos	0.24	.	par_9	0.3	.
par_6	0.24	.	ugos	0.24	.	wind_speed	0.29	.
AOU_WOA_clim	0.22	.	northward_wind	0.14	.	vgos	0.28	.
wind_speed	0.16	.	vgosa	0.12	.	par	0.24	.
Fe	0.15	.	wind_stress	0.12	.	phosphate_WOA_clim	0.23	.
par_3	0.12	.	par_6	0.11	.	wind_stress	0.23	.
ugos	0.11	.	par_9	0.11	.	par_12	0.21	.
par	0.1	.	sst	0.11	.	surface_downward_northward_stress	0.2	.
par_12	0.07	.	surface_downward_eastward_stress	0.11	.	par_6	0.16	.
O2	0.07	.	Fe	0.09	.	Fe	0.15	.
sla	0.05	.	ugosa	0.09	.	PP	0.14	.
surface_downward_eastward_stress	0.05	.	o2sat_WOA_clim	0.08	.	nitrate_WOA_clim	0.06	.
surface_downward_northward_stress	0.05	.	density_WOA_clim	0.06	.	surface_downward_eastward_stress	0.05	.
sst	0.03	.	PP	0.06	.	northward_wind	0.05	.
PP	0.03	.	surface_downward_northward_stress	0.06	.	ugosa	0.04	.
ugosa	0.02	.	oxygen_WOA_clim	0.03	.	o2sat_WOA_clim	0.03	.
o2sat_WOA_clim	0.01	.	phosphate_WOA_clim	0.03	.	oxygen_WOA_clim	0.03	.
vgos	0.01	.	PO4	0.03	.	sla	0.03	.
salinity_WOA_clim	.	.	sss	0.03	.	density_WOA_clim	0.02	.
conductivity_WOA_clim	.	.	sst_cruise	0.02	.	vgosa	0.02	.
nitrate_WOA_clim	.	.	NO3	0.02	.	conductivity_WOA_clim	0.01	.
silicate_WOA_clim	.	.	nitrate_WOA_clim	0.01	.	salinity_WOA_clim	.	.
sst_cruise	.	.	silicate_WOA_clim	0.01	.	silicate_WOA_clim	.	.
Si	.	.	salinity_WOA_clim	.	.	sst_cruise	.	.
NO3	.	.	conductivity_WOA_clim	.	.	Si	.	.
CHL	.	.	Si	.	.	NO3	.	.
PHYC	.	.	CHL	.	.	CHL	.	.
PO4	.	.	PHYC	.	.	PHYC	.	.
sss	.	.	O2	.	.	sst	.	.

MGL1704 pico3_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_9	0.89	0.066	sss_cruise	0.97	-0.148	surface_downward_northward_stress	0.98	0.025
AOU_WOA_clim	0.84	0.034	wind_speed	0.97	0.15	phosphate_WOA_clim	0.97	0.062
par_6	0.73	0.028	par	0.93	-0.114	par	0.92	0.014
sss_cruise	0.71	0.003	surface_downward_eastward_stress	0.93	-0.215	eastward_wind	0.91	0.023
par	0.69	0.024	PP	0.77	-0.127	par_12	0.88	-0.012
eastward_wind	0.68	-0.021	par_12	0.75	0.005	sss_cruise	0.76	0.004
ugosa	0.67	0.072	par_9	0.68	-0.02	wind_stress	0.73	0.032
vgosa	0.57	0.09	sst_cruise	0.67	-0.139	par_9	0.68	.
par_12	0.54	-0.031	par_3	0.56	.	ugosa	0.67	0.002
par_3	0.5	.	eastward_wind	0.51	0.038	o2sat_WOA_clim	0.6	-0.038
sst_cruise	0.49	0.174	par_6	0.49	.	par_6	0.6	.
wind_stress	0.48	.	vgosa	0.46	-0.067	par_3	0.59	-0.002
northward_wind	0.45	0.026	ugos	0.45	.	Fe	0.53	0.032
wind_speed	0.44	-0.014	surface_downward_northward_stress	0.45	.	silicate_WOA_clim	0.51	.
PP	0.38	.	sss	0.45	.	vgosa	0.5	0.001
vgos	0.38	.	AOU_WOA_clim	0.42	.	wind_speed	0.44	.
density_WOA_clim	0.34	.	PO4	0.36	0.171	PP	0.42	.
phosphate_WOA_clim	0.32	.	ugosa	0.36	.	sst	0.38	.
NO3	0.31	.	nitrate_WOA_clim	0.35	.	sla	0.37	.
sst	0.27	.	sst	0.35	.	surface_downward_eastward_stress	0.35	.
surface_downward_northward_stress	0.26	.	northward_wind	0.34	-0.002	AOU_WOA_clim	0.27	.
Si	0.23	.	Fe	0.29	.	sst_cruise	0.25	.
sss	0.23	.	wind_stress	0.28	.	Si	0.2	.
sla	0.16	.	phosphate_WOA_clim	0.27	.	density_WOA_clim	0.18	.
surface_downward_eastward_stress	0.15	.	sla	0.24	.	vgos	0.17	.
PO4	0.14	-0.012	density_WOA_clim	0.23	.	northward_wind	0.14	.
o2sat_WOA_clim	0.11	.	silicate_WOA_clim	0.23	.	PO4	0.08	.
Fe	0.11	.	O2	0.16	.	ugos	0.07	.
ugos	0.08	.	vgos	0.16	.	O2	0.06	.
silicate_WOA_clim	0.07	.	o2sat_WOA_clim	0.1	.	sss	0.06	.
oxygen_WOA_clim	0.02	.	CHL	0.08	.	oxygen_WOA_clim	0.02	.
O2	0.02	.	salinity_WOA_clim	0.07	.	nitrate_WOA_clim	0.01	.
nitrate_WOA_clim	0.01	.	NO3	0.04	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.	NO3	.	.
CHL	.	.	Si	.	.	CHL	.	.
PHYC	.	.	PHYC	.	.	PHYC	.	.

MGL1704 rest1_2

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
vgos	0.89	-0.024	sss_cruise	0.99	-0.018	par	0.95	-0.017
PP	0.88	0.035	par_12	0.89	0.009	phosphate_WOA_clim	0.86	0.074
wind_stress	0.88	0.05	PP	0.87	-0.048	par_6	0.85	-0.023
sst	0.85	0.048	par_3	0.84	-0.009	vgosa	0.82	0.005
eastward_wind	0.83	-0.027	wind_speed	0.77	0.016	sss_cruise	0.72	.
par_3	0.75	0.009	sst	0.74	-0.078	surface_downward_eastward_stress	0.68	0.001
sla	0.75	0.025	sla	0.68	-0.016	wind_speed	0.67	-0.004
sss_cruise	0.74	0.003	Fe	0.63	-0.017	ugosa	0.6	0.007
par_9	0.65	0.001	eastward_wind	0.63	.	par_3	0.57	.
par_6	0.64	.	par_6	0.62	-0.001	surface_downward_northward_stress	0.57	0.007
PO4	0.59	0.013	vgos	0.52	.	density_WOA_clim	0.5	.
par	0.58	.	density_WOA_clim	0.51	.	PP	0.5	.
surface_downward_eastward_stress	0.57	-0.022	par	0.51	.	o2sat_WOA_clim	0.49	-0.003
par_12	0.52	.	par_9	0.48	-0.001	par_12	0.47	.
northward_wind	0.51	-0.001	ugosa	0.43	.	eastward_wind	0.35	.
o2sat_WOA_clim	0.5	-0.005	sss	0.43	.	nitrate_WOA_clim	0.32	0.042
ugos	0.43	0	AOU_WOA_clim	0.41	-0.013	par_9	0.32	.
wind_speed	0.32	.	surface_downward_northward_stress	0.41	-0.003	sst	0.32	.
surface_downward_northward_stress	0.32	.	surface_downward_eastward_stress	0.39	.	AOU_WOA_clim	0.19	.
AOU_WOA_clim	0.31	.	wind_stress	0.31	.	wind_stress	0.19	.
density_WOA_clim	0.3	.	northward_wind	0.25	.	sla	0.18	.
ugosa	0.3	.	O2	0.22	.	sst_cruise	0.15	.
Fe	0.21	.	Si	0.2	.	northward_wind	0.14	.
sss	0.21	.	ugos	0.2	.	ugos	0.13	.
phosphate_WOA_clim	0.13	.	vgosa	0.18	.	sss	0.12	.
sst_cruise	0.13	.	nitrate_WOA_clim	0.17	.	conductivity_WOA_clim	0.09	.
salinity_WOA_clim	0.12	.	o2sat_WOA_clim	0.08	.	Si	0.08	.
conductivity_WOA_clim	0.04	.	silicate_WOA_clim	0.08	.	Fe	0.05	.
silicate_WOA_clim	0.04	.	sst_cruise	0.08	.	oxygen_WOA_clim	0.04	.
oxygen_WOA_clim	0.01	.	phosphate_WOA_clim	0.05	.	PO4	0.04	.
nitrate_WOA_clim	0.01	.	NO3	0.05	.	O2	0.04	.
CHL	0.01	.	oxygen_WOA_clim	0.03	.	vgos	0.03	.
vgosa	0.01	.	PO4	0.02	.	silicate_WOA_clim	0.01	.
Si	.	.	conductivity_WOA_clim	0.01	.	NO3	0.01	.
NO3	.	.	salinity_WOA_clim	.	.	salinity_WOA_clim	.	.
PHYC	.	.	CHL	.	.	CHL	.	.
O2	.	.	PHYC	.	.	PHYC	.	.

MGL1704 rest2_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
wind_speed	1	0.175	sss_cruise	1	-0.015	eastward_wind	1	0.008
vgosa	0.97	0.174	wind_speed	1	0.043	surface_downward_northward_stress	0.99	0.006
sss_cruise	0.89	0.059	par_3	0.99	0.009	phosphate_WOA_clim	0.9	0.043
AOU_WOA_clim	0.79	-0.05	PP	0.98	-0.024	par_12	0.86	-0.001
surface_downward_northward_stress	0.76	0.024	sst	0.95	-0.024	wind_stress	0.83	-0.002
sst_cruise	0.71	-0.08	surface_downward_eastward_stress	0.94	-0.017	sss_cruise	0.82	0.002
surface_downward_eastward_stress	0.71	-0.046	par_6	0.92	0.004	O2	0.78	0.007
sla	0.67	0.061	wind_stress	0.91	-0.04	par_9	0.77	-0.001
oxygen_WOA_clim	0.64	0.077	par	0.9	0.004	ugosa	0.77	0.002
par_3	0.61	.	AOU_WOA_clim	0.84	-0.046	par_6	0.71	-0.001
par	0.49	.	surface_downward_northward_stress	0.76	-0.008	wind_speed	0.67	0
silicate_WOA_clim	0.42	.	par_12	0.69	0.001	par	0.66	0
par_9	0.37	.	eastward_wind	0.66	0.005	par_3	0.64	-0.001
par_12	0.37	.	vgos	0.65	0.001	Fe	0.62	0.005
O2	0.36	.	ugosa	0.6	-0.001	vgos	0.58	.
Fe	0.32	.	par_9	0.54	.	AOU_WOA_clim	0.56	.
par_6	0.29	.	northward_wind	0.53	-0.003	PO4	0.56	.
ugos	0.29	.	sss	0.45	.	PP	0.5	.
PP	0.27	.	phosphate_WOA_clim	0.36	.	sla	0.43	0
density_WOA_clim	0.26	0.142	NO3	0.36	.	Si	0.41	.
phosphate_WOA_clim	0.19	.	sst_cruise	0.35	.	vgosa	0.41	0.005
Si	0.18	.	PO4	0.29	.	northward_wind	0.31	.
ugosa	0.17	.	sla	0.29	.	sst_cruise	0.3	.
eastward_wind	0.15	.	density_WOA_clim	0.28	.	silicate_WOA_clim	0.23	.
wind_stress	0.13	.	Si	0.21	.	o2sat_WOA_clim	0.19	.
northward_wind	0.09	.	o2sat_WOA_clim	0.19	.	surface_downward_eastward_stress	0.13	.
PO4	0.07	.	ugos	0.17	.	ugos	0.08	.
vgos	0.06	.	vgosa	0.08	.	density_WOA_clim	0.07	.
sss	0.06	.	O2	0.07	.	sss	0.05	.
nitrate_WOA_clim	0.05	.	Fe	0.07	.	nitrate_WOA_clim	0.03	.
o2sat_WOA_clim	0.04	.	conductivity_WOA_clim	0.05	.	sst	0.02	.
sst	0.03	.	nitrate_WOA_clim	0.05	.	oxygen_WOA_clim	0.01	.
salinity_WOA_clim	.	.	silicate_WOA_clim	0.04	.	conductivity_WOA_clim	0.01	.
conductivity_WOA_clim	.	.	oxygen_WOA_clim	0.02	.	salinity_WOA_clim	.	.
NO3	.	.	salinity_WOA_clim	.	.	NO3	.	.
CHL	.	.	CHL	.	.	CHL	.	.
PHYC	.	.	PHYC	.	.	PHYC	.	.

MGL1704 pico1_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
sss_cruise	1.00	0.126	PP	1	-0.137	par	0.96	0.023
par_3	0.99	0.125	sss_cruise	0.97	0.055	sss_cruise	0.95	0.02
par_12	0.99	0.093	par_6	0.9	0.067	eastward_wind	0.92	0.074
par_9	0.98	0.209	par_9	0.9	0.072	PO4	0.81	0.179
par	0.94	0.056	par	0.89	-0.053	par_3	0.79	0.01
eastward_wind	0.93	-0.254	vgosa	0.85	-0.137	ugosa	0.78	0.101
par_6	0.90	0.1	surface_downward_northward_stress	0.85	-0.091	par_9	0.74	0.01
ugos	0.90	0.104	par_12	0.81	.	par_6	0.72	0.027
wind_speed	0.89	-0.407	ugos	0.78	0.065	surface_downward_northward_stress	0.66	.
vgosa	0.85	0.112	silicate_WOA_clim	0.73	0.107	par_12	0.65	.
PP	0.81	0.307	par_3	0.7	.	sla	0.64	.
sla	0.77	-0.161	wind_stress	0.7	-0.046	wind_speed	0.59	-0.007
surface_downward_northward_stress	0.76	0.084	northward_wind	0.7	-0.057	silicate_WOA_clim	0.55	.
wind_stress	0.75	0.203	eastward_wind	0.69	.	sst	0.55	0.139
AOU_WOA_clim	0.64	0.056	wind_speed	0.62	.	vgos	0.52	0.005
Si	0.61	.	Fe	0.58	.	wind_stress	0.51	.
density_WOA_clim	0.58	.	sst_cruise	0.52	.	o2sat_WOA_clim	0.43	.
sst_cruise	0.55	.	sla	0.52	.	PP	0.42	.
Fe	0.53	0.309	sss	0.51	-0.035	AOU_WOA_clim	0.41	.
o2sat_WOA_clim	0.51	.	phosphate_WOA_clim	0.5	.	Fe	0.38	.
ugosa	0.46	.	sst	0.5	-0.037	northward_wind	0.38	-0.009
northward_wind	0.46	.	O2	0.44	0.066	phosphate_WOA_clim	0.36	.
surface_downward_eastward_stress	0.43	.	surface_downward_eastward_stress	0.44	.	sst_cruise	0.33	.
phosphate_WOA_clim	0.42	.	AOU_WOA_clim	0.42	0.071	vgosa	0.33	.
O2	0.33	.	ugosa	0.42	.	ugos	0.31	.
sss	0.32	.	o2sat_WOA_clim	0.39	-0.072	surface_downward_eastward_stress	0.24	.
sst	0.30	.	vgos	0.3	.	nitrate_WOA_clim	0.23	.
NO3	0.26	0.319	density_WOA_clim	0.27	.	Si	0.15	.
nitrate_WOA_clim	0.21	0.004	Si	0.24	.	sss	0.14	.
vgos	0.17	.	nitrate_WOA_clim	0.23	.	density_WOA_clim	0.12	.
PO4	0.16	.	oxygen_WOA_clim	0.22	.	O2	0.08	.
silicate_WOA_clim	0.13	.	PO4	0.18	.	NO3	0.06	.
CHL	0.13	.	CHL	0.14	.	conductivity_WOA_clim	0.03	.
conductivity_WOA_clim	0.09	.	NO3	0.11	.	oxygen_WOA_clim	0.02	.
salinity_WOA_clim	0.05	.	salinity_WOA_clim	0.03	.	PHYC	0.02	.
PHYC	0.04	.	conductivity_WOA_clim	0.01	.	salinity_WOA_clim	0.01	.
oxygen_WOA_clim	0.01	.	PHYC	.	.	CHL	.	.

MGL1704 pro1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par	1	0.06	sss_cruise	1	-0.155	sss_cruise	1	-0.007
par_6	1	0.091	par	1	-0.067	wind_speed	1	0.007
par_9	1	0.087	vgosa	0.98	-0.059	eastward_wind	0.98	0.009
sst	0.97	-0.236	wind_speed	0.94	0.066	phosphate_WOA_clim	0.93	0.019
sla	0.97	-0.062	par_3	0.92	-0.03	par_3	0.79	0.001
eastward_wind	0.96	0.057	sla	0.87	-0.048	ugosa	0.74	0.001
par_12	0.95	-0.02	surface_downward_eastward_stress	0.86	-0.031	par_6	0.72	0.001
vgosa	0.91	-0.033	o2sat_WOA_clim	0.78	0.167	par	0.65	0
ugos	0.89	0.012	nitrate_WOA_clim	0.76	-0.211	PO4	0.6	0.002
par_3	0.88	0.02	par_6	0.75	0.014	surface_downward_eastward_stress	0.59	0.004
wind_speed	0.8	-0.021	wind_stress	0.68	-0.037	AOU_WOA_clim	0.53	-0.003
density_WOA_clim	0.77	-0.04	sst	0.67	-0.041	par_9	0.52	.
sss_cruise	0.74	-0.002	par_12	0.65	.	PP	0.49	.
PP	0.63	0.02	eastward_wind	0.65	.	northward_wind	0.49	-0.002
Fe	0.62	0.055	ugos	0.6	.	density_WOA_clim	0.39	.
silicate_WOA_clim	0.56	-0.047	sss	0.57	0.028	par_12	0.37	.
surface_downward_northward_stress	0.49	-0.045	par_9	0.55	.	vgosa	0.35	.
O2	0.48	.	surface_downward_northward_stress	0.42	.	sst	0.31	.
ugosa	0.48	.	ugosa	0.41	.	sla	0.27	.
surface_downward_eastward_stress	0.48	.	Fe	0.39	.	ugos	0.27	.
o2sat_WOA_clim	0.45	.	PP	0.38	.	sss	0.19	.
sss	0.43	-0.044	density_WOA_clim	0.33	.	Fe	0.15	.
PO4	0.38	0.025	phosphate_WOA_clim	0.29	.	sst_cruise	0.14	.
sst_cruise	0.34	.	northward_wind	0.24	.	vgos	0.13	.
wind_stress	0.32	.	NO3	0.22	.	o2sat_WOA_clim	0.1	.
AOU_WOA_clim	0.31	.	sst_cruise	0.09	.	salinity_WOA_clim	0.08	.
phosphate_WOA_clim	0.31	.	AOU_WOA_clim	0.08	.	O2	0.08	.
northward_wind	0.28	.	conductivity_WOA_clim	0.07	.	wind_stress	0.05	.
vgos	0.23	.	PO4	0.07	.	nitrate_WOA_clim	0.04	.
nitrate_WOA_clim	0.14	.	vgos	0.07	.	surface_downward_northward_stress	0.04	.
CHL	0.12	.	O2	0.05	.	silicate_WOA_clim	0.02	.
NO3	0.11	.	PHYC	0.04	.	oxygen_WOA_clim	.	.
conductivity_WOA_clim	0.09	.	oxygen_WOA_clim	0.03	.	conductivity_WOA_clim	.	.
Si	0.06	.	silicate_WOA_clim	0.02	.	Si	.	.
PHYC	0.04	.	Si	0.02	.	NO3	.	.
salinity_WOA_clim	0.02	.	salinity_WOA_clim	0.01	.	CHL	.	.
oxygen_WOA_clim	.	.	CHL	.	.	PHYC	.	.

KM1708 bg2

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
Fe	0.13	0.025	par_3	0.25	-0.036	par	0.16	.
par_6	0.1	.	Fe	0.13	0.002	Fe	0.16	-0.001
par_12	0.1	.	par_6	0.11	.	par_12	0.1	-0.035
par_3	0.08	-0.014	par	0.1	.	northward_wind	0.08	.
par_9	0.07	.	ugos	0.04	.	par_6	0.07	.
par	0.06	.	par_9	0.03	.	par_9	0.07	.
northward_wind	0.03	.	par_12	0.03	.	vgos	0.05	.
vgos	0.02	.	vgos	0.02	.	par_3	0.04	0.011
ugos	0.02	.	surface_downward_northward_stress	0.01	.	ugos	0.04	.
sss_cruise	0.01	.	AOU_WOA_clim	.	.	vgosa	0.02	.
sst_cruise	0.01	.	density_WOA_clim	.	.	sla	0.01	.
ugosa	0.01	.	o2sat_WOA_clim	.	.	wind_speed	0.01	.
wind_speed	0.01	.	oxygen_WOA_clim	.	.	AOU_WOA_clim	.	.
AOU_WOA_clim	.	.	salinity_WOA_clim	.	.	density_WOA_clim	.	.
density_WOA_clim	.	.	conductivity_WOA_clim	.	.	o2sat_WOA_clim	.	.
o2sat_WOA_clim	.	.	nitrate_WOA_clim	.	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	phosphate_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	silicate_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	sss_cruise	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	sst_cruise	.	.	phosphate_WOA_clim	.	.
phosphate_WOA_clim	.	.	Si	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	NO3	.	.	sss_cruise	.	.
Si	.	.	CHL	.	.	sst_cruise	.	.
NO3	.	.	PHYC	.	.	Si	.	.
CHL	.	.	PO4	.	.	NO3	.	.
PHYC	.	.	O2	.	.	CHL	.	.
PO4	.	.	sst	.	.	PHYC	.	.
O2	.	.	PP	.	.	PO4	.	.
sst	.	.	vgosa	.	.	O2	.	.
PP	.	.	sla	.	.	sst	.	.
vgosa	.	.	ugosa	.	.	PP	.	.
sla	.	.	wind_stress	.	.	ugosa	.	.
wind_stress	.	.	eastward_wind	.	.	wind_stress	.	.
eastward_wind	.	.	surface_downward_eastward_stress	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	wind_speed	.	.	surface_downward_eastward_stress	.	.
surface_downward_northward_stress	.	.	northward_wind	.	.	surface_downward_northward_stress	.	.
sss	.	.	sss	.	.	sss	.	.

KM1708 bead

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.25	0.037	par_9	0.21	.	Fe	0.26	-0.03
par_9	0.25	.	Fe	0.2	-0.034	par	0.19	.
Fe	0.21	.	par_3	0.17	0.009	par_9	0.13	-0.017
par	0.18	.	par_12	0.17	-0.03	par_6	0.12	.
par_3	0.18	0.005	par_6	0.14	.	par_12	0.08	-0.004
par_12	0.15	.	par	0.1	.	vgos	0.07	.
ugos	0.11	.	northward_wind	0.1	.	ugosa	0.07	-0.007
vgos	0.1	.	ugos	0.08	.	northward_wind	0.07	.
northward_wind	0.07	.	vgos	0.05	.	par_3	0.06	.
vgosa	0.06	-0.003	vgosa	0.04	.	ugos	0.03	.
density_WOA_clim	0.02	.	sss_cruise	0.03	.	vgosa	0.02	.
ugosa	0.02	.	ugosa	0.03	.	wind_speed	0.02	.
sss	0.02	.	sst_cruise	0.01	.	surface_downward_northward_stress	0.02	.
sss_cruise	0.01	.	AOU_WOA_clim	.	.	sla	0.01	.
sla	0.01	.	density_WOA_clim	.	.	AOU_WOA_clim	.	.
eastward_wind	0.01	.	o2sat_WOA_clim	.	.	density_WOA_clim	.	.
AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.	o2sat_WOA_clim	.	.
o2sat_WOA_clim	.	.	salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.
phosphate_WOA_clim	.	.	Si	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	NO3	.	.	sss_cruise	.	.
sst_cruise	.	.	CHL	.	.	sst_cruise	.	.
Si	.	.	PHYC	.	.	Si	.	.
NO3	.	.	PO4	.	.	NO3	.	.
CHL	.	.	O2	.	.	CHL	.	.
PHYC	.	.	sst	.	.	PHYC	.	.
PO4	.	.	PP	.	.	PO4	.	.
O2	.	.	sla	.	.	O2	.	.
sst	.	.	wind_stress	.	.	sst	.	.
PP	.	.	eastward_wind	.	.	PP	.	.
wind_stress	.	.	surface_downward_eastward_stress	.	.	wind_stress	.	.
surface_downward_eastward_stress	.	.	wind_speed	.	.	eastward_wind	.	.
wind_speed	.	.	surface_downward_northward_stress	.	.	surface_downward_eastward_stress	.	.
surface_downward_northward_stress	.	.	sss	.	.	sss	.	.

KM1708 croco

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_9	1	0.125	par_3	1	-0.198	par_9	1	-0.346
par_12	0.97	0.199	par_9	1	-0.193	par_3	0.9	0.031
par_3	0.96	0.075	par_6	0.78	-0.018	par_12	0.73	-0.132
par_6	0.95	0.176	par_12	0.72	-0.114	Fe	0.67	0.089
Fe	0.71	-0.168	Fe	0.61	0.036	sla	0.62	0.314
par	0.62	0.102	par	0.57	-0.068	par	0.61	-0.068
ugos	0.59	0.079	surface_downward_northward_stress	0.54	0.339	ugos	0.38	0.022
wind_speed	0.47	-0.243	vgos	0.47	0.035	par_6	0.35	.
sla	0.41	-0.173	sss_cruise	0.42	0.386	surface_downward_northward_stress	0.3	0.211
sst_cruise	0.37	1.2	ugos	0.41	.	wind_speed	0.28	0.14
sss_cruise	0.33	0.207	density_WOA_clim	0.4	-0.273	vgos	0.25	-0.031
vgos	0.28	.	vgosa	0.37	.	northward_wind	0.19	.
density_WOA_clim	0.26	.	sst_cruise	0.36	-0.299	vgosa	0.17	-0.017
vgosa	0.23	0.039	wind_speed	0.29	0.024	sss_cruise	0.16	.
sss	0.21	-0.843	ugosa	0.23	0.08	density_WOA_clim	0.13	.
surface_downward_northward_stress	0.19	-0.016	sla	0.22	.	ugosa	0.11	.
northward_wind	0.19	.	sss	0.2	0.32	sst_cruise	0.1	.
sst	0.18	-0.572	northward_wind	0.12	.	sst	0.08	0.031
ugosa	0.18	.	sst	0.04	.	eastward_wind	0.06	.
eastward_wind	0.06	.	wind_stress	0.04	.	wind_stress	0.04	.
O2	0.04	.	O2	0.01	.	sss	0.03	0.094
wind_stress	0.03	.	eastward_wind	0.01	.	AOU_WOA_clim	0.01	.
o2sat_WOA_clim	0.01	.	surface_downward_eastward_stress	0.01	.	o2sat_WOA_clim	0.01	.
salinity_WOA_clim	0.01	-0.46	AOU_WOA_clim	.	.	O2	0.01	.
surface_downward_eastward_stress	0.01	.	o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.
AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.
phosphate_WOA_clim	.	0.313	phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	silicate_WOA_clim	.	.	Si	.	.
Si	.	.	Si	.	.	NO3	.	.
NO3	.	.	NO3	.	.	CHL	.	.
CHL	.	.	CHL	.	.	PHYC	.	.
PHYC	.	.	PHYC	.	.	PO4	.	.
PO4	.	.	PO4	.	.	PP	.	.
PP	.	.	PP	.	.	surface_downward_eastward_stress	.	.

KM1708 bg1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.25	.	par_3	0.27	.	Fe	0.24	-0.043
par	0.23	0.07	par_9	0.26	-0.119	par	0.21	0.07
par_9	0.22	-0.017	Fe	0.26	-0.046	par_6	0.16	-0.005
Fe	0.21	-0.01	par_6	0.2	.	par_9	0.16	.
par_3	0.15	.	par	0.15	0.03	par_12	0.11	.
par_12	0.14	.	par_12	0.11	.	northward_wind	0.11	.
ugos	0.14	.	northward_wind	0.11	.	par_3	0.06	.
vgos	0.1	.	ugos	0.1	.	vgos	0.05	.
northward_wind	0.06	.	vgos	0.09	.	sla	0.03	.
sss_cruise	0.03	.	sss_cruise	0.03	.	ugos	0.02	.
ugosa	0.03	.	ugosa	0.02	.	wind_speed	0.02	.
sla	0.02	.	wind_speed	0.02	.	sss_cruise	0.01	.
wind_speed	0.02	.	sst_cruise	0.01	.	vgosa	0.01	.
density_WOA_clim	0.01	.	vgosa	0.01	.	ugosa	0.01	.
vgosa	0.01	.	AOU_WOA_clim	.	.	surface_downward_northward_stress	0.01	.
eastward_wind	0.01	.	density_WOA_clim	.	.	AOU_WOA_clim	.	.
surface_downward_eastward_stress	0.01	.	o2sat_WOA_clim	.	.	density_WOA_clim	.	.
AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.	o2sat_WOA_clim	.	.
o2sat_WOA_clim	.	.	salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.
phosphate_WOA_clim	.	.	Si	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	NO3	.	.	sst_cruise	.	.
sst_cruise	.	.	CHL	.	.	Si	.	.
Si	.	.	PHYC	.	.	NO3	.	.
NO3	.	.	PO4	.	.	CHL	.	.
CHL	.	.	O2	.	.	PHYC	.	.
PHYC	.	.	sst	.	.	PO4	.	.
PO4	.	.	PP	.	.	O2	.	.
O2	.	.	sla	.	.	sst	.	.
sst	.	.	wind_stress	.	.	PP	.	.
PP	.	.	eastward_wind	.	.	wind_stress	.	.
wind_stress	.	.	surface_downward_eastward_stress	.	.	eastward_wind	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_eastward_stress	.	.
sss	.	.	sss	.	.	sss	.	.

KM1708 pico4_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.26	.	Fe	0.3	.	par	0.31	0.04
par_9	0.15	.	par	0.26	.	par_3	0.25	.
par	0.14	.	par_3	0.17	-0.006	Fe	0.19	.
Fe	0.14	.	par_12	0.17	.	par_9	0.16	-0.03
par_3	0.12	.	par_6	0.13	.	par_6	0.13	.
par_12	0.03	.	par_9	0.08	.	par_12	0.12	.
density_WOA_clim	0.02	.	vgosa	0.04	.	ugos	0.04	.
vgos	0.01	.	vgos	0.03	.	vgos	0.02	.
ugosa	0.01	.	ugos	0.03	.	sla	0.01	.
ugos	0.01	.	northward_wind	0.02	.	ugosa	0.01	.
surface_downward_northward_stress	0.01	.	sla	0.01	.	wind_speed	0.01	.
northward_wind	0.01	.	ugosa	0.01	.	northward_wind	0.01	.
AOU_WOA_clim	.	.	sss	0.01	.	AOU_WOA_clim	.	.
o2sat_WOA_clim	.	.	AOU_WOA_clim	.	.	density_WOA_clim	.	.
oxygen_WOA_clim	.	.	density_WOA_clim	.	.	o2sat_WOA_clim	.	.
salinity_WOA_clim	.	.	o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.
conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
nitrate_WOA_clim	.	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
phosphate_WOA_clim	.	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.
sss_cruise	.	.	phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.
sst_cruise	.	.	silicate_WOA_clim	.	.	sss_cruise	.	.
Si	.	.	sss_cruise	.	.	sst_cruise	.	.
NO3	.	.	sst_cruise	.	.	Si	.	.
CHL	.	.	Si	.	.	NO3	.	.
PHYC	.	.	NO3	.	.	CHL	.	.
PO4	.	.	CHL	.	.	PHYC	.	.
O2	.	.	PHYC	.	.	PO4	.	.
sst	.	.	PO4	.	.	O2	.	.
PP	.	.	O2	.	.	sst	.	.
vgosa	.	.	sst	.	.	PP	.	.
sla	.	.	PP	.	.	vgosa	.	.
wind_stress	.	.	wind_stress	.	.	wind_stress	.	.
eastward_wind	.	.	eastward_wind	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
wind_speed	.	.	wind_speed	.	.	surface_downward_northward_stress	.	.
sss	.	.	surface_downward_northward_stress	.	.	sss	.	.

KM1708 rest1_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_9	0.38	-0.018	par_12	0.31	0.071	par_12	0.35	0.101
par	0.36	0.015	Fe	0.27	0.007	Fe	0.22	.
par_3	0.27	0.01	par	0.19	.	par_9	0.15	.
ugos	0.26	0.034	par_3	0.16	-0.027	par	0.13	.
par_12	0.22	0.007	par_6	0.11	-0.015	ugos	0.12	.
Fe	0.21	0.002	par_9	0.1	.	par_6	0.1	.
vgos	0.14	.	ugos	0.08	.	par_3	0.09	0.004
par_6	0.07	.	vgos	0.05	.	vgos	0.05	.
northward_wind	0.05	.	vgosa	0.02	.	vgosa	0.02	.
wind_speed	0.04	.	sla	0.01	.	northward_wind	0.02	.
vgosa	0.02	.	AOU_WOA_clim	.	.	sla	0.01	.
ugosa	0.01	.	density_WOA_clim	.	.	surface_downward_northward_stress	0.01	.
AOU_WOA_clim	.	.	o2sat_WOA_clim	.	.	AOU_WOA_clim	.	.
density_WOA_clim	.	.	oxygen_WOA_clim	.	.	density_WOA_clim	.	.
o2sat_WOA_clim	.	.	salinity_WOA_clim	.	.	o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.	salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.	conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.	sss_cruise	.	.	phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.	sst_cruise	.	.	silicate_WOA_clim	.	.
sss_cruise	.	.	Si	.	.	sss_cruise	.	.
sst_cruise	.	.	NO3	.	.	sst_cruise	.	.
Si	.	.	CHL	.	.	Si	.	.
NO3	.	.	PHYC	.	.	NO3	.	.
CHL	.	.	PO4	.	.	CHL	.	.
PHYC	.	.	O2	.	.	PHYC	.	.
PO4	.	.	sst	.	.	PO4	.	.
O2	.	.	PP	.	.	O2	.	.
sst	.	.	ugosa	.	.	sst	.	.
PP	.	.	wind_stress	.	.	PP	.	.
sla	.	.	eastward_wind	.	.	ugosa	.	.
wind_stress	.	.	surface_downward_eastward_stress	.	.	wind_stress	.	.
eastward_wind	.	.	wind_speed	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_eastward_stress	.	.
surface_downward_northward_stress	.	.	northward_wind	.	.	wind_speed	.	.
sss	.	.	sss	.	.	sss	.	.

KM1708 pico2_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.86	0.095	par_3	0.97	-0.122	par	0.97	0.095
par_9	0.71	-0.034	par_9	0.89	-0.121	par_6	0.65	-0.019
par_12	0.67	0.094	northward_wind	0.65	0.086	par_9	0.6	-0.042
par_3	0.52	.	par_12	0.63	-0.025	northward_wind	0.35	-0.048
Fe	0.49	.	par	0.45	-0.012	Fe	0.34	0
par	0.44	0.032	Fe	0.43	0.029	par_12	0.32	0.016
ugos	0.29	0.002	vgosa	0.34	0.024	wind_speed	0.21	0.067
wind_speed	0.24	0.031	ugosa	0.31	-0.007	vgos	0.19	.
vgos	0.2	0.002	par_6	0.3	0.054	par_3	0.18	.
northward_wind	0.18	.	sss_cruise	0.24	-0.115	sss_cruise	0.14	0.096
sss_cruise	0.16	0.114	vgos	0.24	.	ugos	0.14	.
sla	0.12	.	ugos	0.21	.	sst_cruise	0.13	-0.015
vgosa	0.1	0.001	wind_speed	0.12	0.029	ugosa	0.12	.
ugosa	0.1	.	sla	0.11	.	sla	0.1	-0.022
surface_downward_northward_stress	0.06	.	sst_cruise	0.08	.	vgosa	0.05	.
density_WOA_clim	0.05	.	density_WOA_clim	0.04	.	AOU_WOA_clim	.	.
sst_cruise	0.02	.	surface_downward_northward_stress	0.04	.	density_WOA_clim	.	.
eastward_wind	0.02	.	sss	0.02	.	o2sat_WOA_clim	.	.
sss	0.02	-0.005	AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.
wind_stress	0.01	.	o2sat_WOA_clim	.	.	salinity_WOA_clim	.	.
AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.
o2sat_WOA_clim	.	.	salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.
oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.
salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.
conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.	Si	.	.
nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.	NO3	.	.
phosphate_WOA_clim	.	.	Si	.	.	CHL	.	.
silicate_WOA_clim	.	.	NO3	.	.	PHYC	.	.
Si	.	.	CHL	.	.	PO4	.	.
NO3	.	.	PHYC	.	.	O2	.	.
CHL	.	.	PO4	.	.	sst	.	.
PHYC	.	.	O2	.	.	PP	.	.
PO4	.	.	sst	.	.	wind_stress	.	.
O2	.	.	PP	.	.	eastward_wind	.	.
sst	.	.	wind_stress	.	.	surface_downward_eastward_stress	.	.
PP	.	.	eastward_wind	.	.	surface_downward_northward_stress	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	sss	.	.

KM1708 pro1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.97	0.1	par	0.93	-0.046	par_6	0.43	0.002
par_3	0.88	0.023	par_9	0.56	0.021	par_3	0.35	0.001
par	0.75	0.093	vgos	0.41	0.027	par	0.32	0
par_9	0.74	0.108	par_3	0.4	-0.031	sss_cruise	0.27	-0.025
Fe	0.68	-0.002	par_6	0.31	0.007	Fe	0.2	-0.001
par_12	0.66	-0.034	Fe	0.31	.	vgos	0.19	0.001
northward_wind	0.57	0.038	sss_cruise	0.26	-0.317	par_12	0.18	.
vgos	0.56	0.037	par_12	0.17	.	wind_speed	0.15	-0.003
sss_cruise	0.47	-0.368	wind_speed	0.16	-0.027	par_9	0.14	.
sst_cruise	0.41	0.716	northward_wind	0.16	.	northward_wind	0.12	.
wind_speed	0.35	-0.102	ugos	0.14	.	ugos	0.11	.
ugos	0.23	0.021	sst_cruise	0.11	0.102	sst_cruise	0.04	0
ugosa	0.12	.	vgosa	0.08	.	ugosa	0.02	.
density_WOA_clim	0.09	0.002	ugosa	0.06	0.005	density_WOA_clim	0.01	.
sla	0.08	-0.014	density_WOA_clim	0.01	.	vgosa	0.01	.
sst	0.05	-0.058	sss	0.01	.	AOU_WOA_clim	.	.
vgosa	0.05	.	AOU_WOA_clim	.	.	o2sat_WOA_clim	.	.
surface_downward_northward_stress	0.04	.	o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.
sss	0.03	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
O2	0.01	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
AOU_WOA_clim	.	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
o2sat_WOA_clim	.	.	nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.
oxygen_WOA_clim	.	.	phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.
salinity_WOA_clim	.	.	silicate_WOA_clim	.	.	Si	.	.
conductivity_WOA_clim	.	.	Si	.	.	NO3	.	.
nitrate_WOA_clim	.	.	NO3	.	.	CHL	.	.
phosphate_WOA_clim	.	.	CHL	.	.	PHYC	.	.
silicate_WOA_clim	.	.	PHYC	.	.	PO4	.	.
Si	.	.	PO4	.	.	O2	.	.
NO3	.	.	O2	.	.	sst	.	.
CHL	.	.	sst	.	.	PP	.	.
PHYC	.	.	PP	.	.	sla	.	.
PO4	.	.	sla	.	.	wind_stress	.	.
PP	.	.	wind_stress	.	.	eastward_wind	.	.
wind_stress	.	.	eastward_wind	.	.	surface_downward_eastward_stress	.	.
eastward_wind	.	.	surface_downward_eastward_stress	.	.	surface_downward_northward_stress	.	.
surface_downward_eastward_stress	.	.	surface_downward_northward_stress	.	.	sss	.	.

KM1708 pico1_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.65	0.098	par_3	0.57	-0.091	par	0.77	0.043
par_9	0.59	0.159	par	0.52	-0.105	par_3	0.42	0.001
par_3	0.46	0.075	par_12	0.32	-0.05	par_9	0.36	.
par_12	0.28	.	Fe	0.31	-0.009	Fe	0.35	-0.002
Fe	0.16	-0.012	par_9	0.24	.	par_6	0.17	0.011
par	0.14	.	ugos	0.16	-0.002	par_12	0.15	-0.003
ugos	0.13	.	northward_wind	0.16	.	northward_wind	0.06	.
northward_wind	0.04	.	par_6	0.13	.	sla	0.04	.
vgos	0.03	.	vgos	0.11	0.012	ugos	0.04	.
ugosa	0.03	.	ugosa	0.1	.	wind_speed	0.04	.
density_WOA_clim	0.02	.	vgosa	0.07	0.011	vgos	0.02	.
vgosa	0.02	.	sla	0.02	.	ugosa	0.02	.
surface_downward_northward_stress	0.02	.	sss_cruise	0.01	.	vgosa	0.01	.
sla	0.01	.	surface_downward_northward_stress	0.01	.	AOU_WOA_clim	.	.
wind_speed	0.01	.	AOU_WOA_clim	.	.	density_WOA_clim	.	.
AOU_WOA_clim	.	.	density_WOA_clim	.	.	o2sat_WOA_clim	.	.
o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.
phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	silicate_WOA_clim	.	.	sss_cruise	.	.
sss_cruise	.	.	sst_cruise	.	.	sst_cruise	.	.
sst_cruise	.	.	Si	.	.	Si	.	.
Si	.	.	NO3	.	.	NO3	.	.
NO3	.	.	CHL	.	.	CHL	.	.
CHL	.	.	PHYC	.	.	PHYC	.	.
PHYC	.	.	PO4	.	.	PO4	.	.
PO4	.	.	O2	.	.	O2	.	.
O2	.	.	sst	.	.	sst	.	.
sst	.	.	PP	.	.	PP	.	.
PP	.	.	wind_stress	.	.	wind_stress	.	.
wind_stress	.	.	eastward_wind	.	.	eastward_wind	.	.
eastward_wind	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
surface_downward_eastward_stress	.	.	wind_speed	.	.	surface_downward_northward_stress	.	.
sss	.	.	sss	.	.	sss	.	.

KM1708 rest2_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.33	0.021	par_6	0.33	-0.005	par	0.24	0.005
Fe	0.2	-0.015	par_9	0.22	.	Fe	0.24	.
par_3	0.19	.	par	0.14	.	par_6	0.19	.
par_9	0.14	.	par_3	0.11	.	par_3	0.15	.
par_12	0.12	.	Fe	0.11	.	northward_wind	0.13	0.008
par	0.11	.	vgos	0.07	.	vgos	0.12	.
vgos	0.08	.	par_12	0.05	.	par_9	0.11	.
northward_wind	0.08	.	sss_cruise	0.02	.	par_12	0.09	.
sss_cruise	0.06	.	ugos	0.02	0	ugos	0.06	.
ugos	0.05	.	vgosa	0.01	-0.002	ugosa	0.03	.
sst_cruise	0.03	.	sla	0.01	.	sss_cruise	0.02	.
vgosa	0.02	.	ugosa	0.01	.	vgosa	0.02	.
sla	0.02	.	wind_speed	0.01	.	sla	0.02	.
ugosa	0.02	.	surface_downward_northward_stress	0.01	.	wind_speed	0.02	.
wind_speed	0.02	.	northward_wind	0.01	.	AOU_WOA_clim	.	.
AOU_WOA_clim	.	.	AOU_WOA_clim	.	.	density_WOA_clim	.	.
density_WOA_clim	.	.	density_WOA_clim	.	.	o2sat_WOA_clim	.	.
o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.
phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	silicate_WOA_clim	.	.	sst_cruise	.	.
Si	.	.	sst_cruise	.	.	Si	.	.
NO3	.	.	Si	.	.	NO3	.	.
CHL	.	.	NO3	.	.	CHL	.	.
PHYC	.	.	CHL	.	.	PHYC	.	.
PO4	.	.	PHYC	.	.	PO4	.	.
O2	.	.	PO4	.	.	O2	.	.
sst	.	.	O2	.	.	sst	.	.
PP	.	.	sst	.	.	PP	.	.
wind_stress	.	.	PP	.	.	wind_stress	.	.
eastward_wind	.	.	wind_stress	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	eastward_wind	.	.	surface_downward_eastward_stress	.	.
surface_downward_northward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_northward_stress	.	.
sss	.	.	sss	.	.	sss	.	.

KM1717 pico3_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.72	0.137	par_3	0.54	.	par_6	0.48	-0.011
par_3	0.51	0.06	par_6	0.46	-0.038	northward_wind	0.43	-0.096
par_9	0.24	.	Fe	0.3	0.019	par	0.39	0.001
par_12	0.2	.	par_9	0.28	.	par_9	0.35	.
par	0.14	.	par	0.21	0.062	par_3	0.32	0.023
northward_wind	0.14	.	vgos	0.21	.	Fe	0.2	.
Fe	0.12	-0.005	par_12	0.12	0	par_12	0.17	.
density_WOA_clim	0.09	0.036	northward_wind	0.12	.	vgos	0.13	.
o2sat_WOA_clim	0.05	.	density_WOA_clim	0.03	.	wind_stress	0.09	.
vgos	0.04	.	sss_cruise	0.03	.	density_WOA_clim	0.04	.
AOU_WOA_clim	0.02	.	ugosa	0.03	.	o2sat_WOA_clim	0.01	.
vgosa	0.02	.	ugos	0.03	.	sss_cruise	0.01	.
ugosa	0.02	.	wind_speed	0.03	.	vgosa	0.01	.
sss_cruise	0.01	.	wind_stress	0.02	.	surface_downward_eastward_stress	0.01	.
ugos	0.01	.	surface_downward_northward_stress	0.02	.	wind_speed	0.01	.
eastward_wind	0.01	.	AOU_WOA_clim	0.01	.	AOU_WOA_clim	.	.
surface_downward_eastward_stress	0.01	.	o2sat_WOA_clim	0.01	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	sst_cruise	0.01	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	vgosa	0.01	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	salinity_WOA_clim	.	.	phosphate_WOA_clim	.	.
phosphate_WOA_clim	.	.	conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.	sst_cruise	.	.
sst_cruise	.	.	phosphate_WOA_clim	.	.	Si	.	.
Si	.	.	silicate_WOA_clim	.	.	NO3	.	.
NO3	.	.	Si	.	.	CHL	.	.
CHL	.	.	NO3	.	.	PHYC	.	.
PHYC	.	.	CHL	.	.	PO4	.	.
PO4	.	.	PHYC	.	.	O2	.	.
O2	.	.	PO4	.	.	sst	.	.
sst	.	.	O2	.	.	PP	.	.
PP	.	.	sst	.	.	sla	.	.
sla	.	.	PP	.	.	ugosa	.	.
wind_stress	.	.	sla	.	.	ugos	.	.
wind_speed	.	.	eastward_wind	.	.	eastward_wind	.	.
surface_downward_northward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_northward_stress	.	.
sss	.	.	sss	.	.	sss	.	.

KM1717 croco

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	1	0.175	par_3	1	-0.065	par_12	0.92	-0.169
par_12	0.99	0.157	par_6	0.91	-0.165	par_6	0.9	-0.215
par_9	0.96	0.142	vgos	0.91	-0.105	par_3	0.87	0.052
par	0.92	0.038	par_12	0.9	-0.137	par_9	0.86	-0.015
par_6	0.89	0.196	par_9	0.79	-0.004	par	0.85	-0.125
northward_wind	0.82	.	par	0.78	-0.112	sss_cruise	0.78	1.212
Fe	0.73	-0.077	sss_cruise	0.59	0.353	sst_cruise	0.75	-0.618
vgosa	0.71	-0.36	sst_cruise	0.55	-0.665	northward_wind	0.67	.
sst_cruise	0.56	0.933	northward_wind	0.53	0.157	vgosa	0.5	0.096
surface_downward_eastward_stress	0.52	0.44	ugosa	0.46	0.02	ugosa	0.5	-0.138
sss_cruise	0.49	0.303	density_WOA_clim	0.45	-0.334	Fe	0.46	0.044
ugosa	0.44	0.194	wind_speed	0.45	-0.142	wind_speed	0.45	-0.011
wind_speed	0.4	.	Fe	0.4	.	vgos	0.22	.
o2sat_WOA_clim	0.38	-0.564	o2sat_WOA_clim	0.35	.	o2sat_WOA_clim	0.21	0.012
salinity_WOA_clim	0.35	-1.209	wind_stress	0.3	.	wind_stress	0.13	.
ugos	0.32	-0.116	ugos	0.19	.	density_WOA_clim	0.12	.
surface_downward_northward_stress	0.26	0.683	sss	0.16	0.178	surface_downward_eastward_stress	0.09	.
wind_stress	0.18	.	O2	0.07	-0.216	sst	0.07	.
density_WOA_clim	0.16	.	AOU_WOA_clim	0.02	.	ugos	0.07	0.053
vgos	0.15	.	vgosa	0.02	.	O2	0.06	.
sla	0.15	-1.079	sst	0.01	.	sss	0.04	.
eastward_wind	0.14	0.103	surface_downward_eastward_stress	0.01	.	eastward_wind	0.03	.
sst	0.1	.	surface_downward_northward_stress	0.01	.	salinity_WOA_clim	0.02	.
oxygen_WOA_clim	0.09	.	oxygen_WOA_clim	.	.	sla	0.02	.
sss	0.08	.	salinity_WOA_clim	.	.	surface_downward_northward_stress	0.02	.
O2	0.03	.	conductivity_WOA_clim	.	.	AOU_WOA_clim	0.01	.
phosphate_WOA_clim	0.02	.	nitrate_WOA_clim	.	.	oxygen_WOA_clim	.	.
AOU_WOA_clim	0.01	.	phosphate_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	Si	.	.	phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.	NO3	.	.	silicate_WOA_clim	.	.
Si	.	.	CHL	.	.	Si	.	.
NO3	.	.	PHYC	.	.	NO3	.	.
CHL	.	.	PO4	.	.	CHL	.	.
PHYC	.	.	PP	.	.	PHYC	.	.
PO4	.	.	sla	.	0.01	PO4	.	.
PP	.	.	eastward_wind	.	.	PP	.	.

KM1717 rest1_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
northward_wind	0.79	0.311	par_3	0.36	.	par	0.63	0.099
par_3	0.68	0.034	par	0.33	-0.004	par_3	0.36	0.067
par_6	0.65	0.03	par_9	0.31	.	par_12	0.24	-0.008
par_12	0.51	-0.011	par_6	0.28	0.076	par_6	0.19	.
par_9	0.49	0.006	par_12	0.19	0.011	par_9	0.17	0.013
Fe	0.48	-0.043	Fe	0.09	.	Fe	0.08	.
par	0.45	-0.019	vgos	0.07	.	northward_wind	0.08	.
wind_speed	0.19	0.209	density_WOA_clim	0.02	.	density_WOA_clim	0.06	0.039
wind_stress	0.18	-0.354	sst_cruise	0.02	.	vgos	0.05	.
vgos	0.16	-0.06	ugosa	0.02	.	sst_cruise	0.04	.
density_WOA_clim	0.12	-0.026	northward_wind	0.02	.	wind_speed	0.04	.
surface_downward_eastward_stress	0.11	0.054	o2sat_WOA_clim	0.01	.	vgosa	0.03	.
sst_cruise	0.05	.	sss_cruise	0.01	.	sss_cruise	0.02	.
ugos	0.05	.	vgosa	0.01	.	ugos	0.01	.
salinity_WOA_clim	0.03	.	wind_speed	0.01	.	AOU_WOA_clim	.	.
vgosa	0.03	.	AOU_WOA_clim	.	.	o2sat_WOA_clim	.	.
ugosa	0.03	.	oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	0.02	.	salinity_WOA_clim	.	.	salinity_WOA_clim	.	.
sss_cruise	0.02	.	conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.
o2sat_WOA_clim	0.01	.	nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.
O2	0.01	.	phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.
sst	0.01	.	silicate_WOA_clim	.	.	silicate_WOA_clim	.	.
AOU_WOA_clim	.	.	Si	.	.	Si	.	.
conductivity_WOA_clim	.	.	NO3	.	.	NO3	.	.
nitrate_WOA_clim	.	.	CHL	.	.	CHL	.	.
phosphate_WOA_clim	.	.	PHYC	.	.	PHYC	.	.
silicate_WOA_clim	.	.	PO4	.	.	PO4	.	.
Si	.	.	O2	.	.	O2	.	.
NO3	.	.	sst	.	.	sst	.	.
CHL	.	.	PP	.	.	PP	.	.
PHYC	.	.	sla	.	.	sla	.	.
PO4	.	.	ugos	.	.	ugosa	.	.
PP	.	.	wind_stress	.	.	wind_stress	.	.
sla	.	.	eastward_wind	.	.	eastward_wind	.	.
eastward_wind	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.
sss	.	.	sss	.	.	sss	.	.

KM1717 rest2_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
northward_wind	0.52	1.241	par_3	0.58	-0.013	par_9	0.4	0.002
par	0.47	-0.175	par_9	0.26	.	par_3	0.36	0
Fe	0.43	-0.035	par_6	0.23	.	par_12	0.36	0.004
par_6	0.42	-0.018	par_12	0.22	.	par	0.31	.
par_3	0.38	0.09	par	0.16	.	par_6	0.31	.
par_9	0.32	.	vgos	0.15	.	Fe	0.19	.
par_12	0.26	-0.072	sst_cruise	0.14	-0.007	wind_speed	0.14	0.003
wind_speed	0.13	0.026	Fe	0.1	.	northward_wind	0.12	.
ugosa	0.1	.	northward_wind	0.04	.	ugosa	0.08	0.002
vgos	0.09	.	sss_cruise	0.03	.	vgos	0.07	.
surface_downward_northward_stress	0.08	0.023	wind_stress	0.03	.	wind_stress	0.04	.
sst_cruise	0.07	0.358	wind_speed	0.03	.	sst_cruise	0.02	.
ugos	0.07	.	vgosa	0.01	.	sss_cruise	0.01	.
sss_cruise	0.06	-0.109	ugosa	0.01	.	vgosa	0.01	.
wind_stress	0.05	-0.138	ugos	0.01	.	ugos	0.01	.
surface_downward_eastward_stress	0.05	.	AOU_WOA_clim	.	.	surface_downward_eastward_stress	0.01	-0.004
density_WOA_clim	0.04	.	density_WOA_clim	.	.	AOU_WOA_clim	.	.
o2sat_WOA_clim	0.03	.	o2sat_WOA_clim	.	.	density_WOA_clim	.	.
vgosa	0.03	.	oxygen_WOA_clim	.	.	o2sat_WOA_clim	.	-0.004
AOU_WOA_clim	.	.	salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.
phosphate_WOA_clim	.	.	Si	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	NO3	.	.	Si	.	.
Si	.	.	CHL	.	.	NO3	.	.
NO3	.	.	PHYC	.	.	CHL	.	.
CHL	.	.	PO4	.	.	PHYC	.	.
PHYC	.	.	O2	.	.	PO4	.	.
PO4	.	.	sst	.	.	O2	.	.
O2	.	.	PP	.	.	sst	.	.
sst	.	.	sla	.	.	PP	.	.
PP	.	.	eastward_wind	.	.	sla	.	.
sla	.	.	surface_downward_eastward_stress	.	.	eastward_wind	.	.
eastward_wind	.	.	surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.
sss	.	.	sss	.	.	sss	.	.

KM1717 rest1_2

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.74	0.011	par_3	0.74	-0.029	par_3	0.74	-0.039
northward_wind	0.69	0.186	par_9	0.39	-0.01	par_9	0.47	-0.018
Fe	0.66	-0.028	par_12	0.39	0.022	par	0.38	-0.004
par_12	0.61	-0.05	par_6	0.34	-0.001	par_6	0.36	0.011
par_3	0.6	0.036	par	0.32	.	wind_speed	0.34	-0.087
par_9	0.52	0.03	wind_speed	0.3	-0.071	par_12	0.32	0.011
par	0.46	-0.033	Fe	0.19	0.004	northward_wind	0.32	.
vgos	0.22	.	sst_cruise	0.18	-0.117	Fe	0.15	.
wind_stress	0.16	-0.188	northward_wind	0.15	.	ugos	0.09	-0.052
surface_downward_eastward_stress	0.09	.	sss_cruise	0.1	0.111	sst_cruise	0.08	-0.035
ugos	0.08	0.008	vgos	0.06	.	ugosa	0.06	.
wind_speed	0.08	.	ugos	0.06	-0.013	sss_cruise	0.05	.
density_WOA_clim	0.05	.	vgosa	0.04	.	vgos	0.04	.
o2sat_WOA_clim	0.04	.	AOU_WOA_clim	.	.	wind_stress	0.04	.
vgosa	0.04	.	density_WOA_clim	.	.	vgosa	0.02	.
ugosa	0.03	.	o2sat_WOA_clim	.	.	surface_downward_eastward_stress	0.02	.
oxygen_WOA_clim	0.02	.	oxygen_WOA_clim	.	.	sss	0.02	.
sst_cruise	0.02	.	salinity_WOA_clim	.	.	density_WOA_clim	0.01	.
salinity_WOA_clim	0.01	.	conductivity_WOA_clim	.	.	o2sat_WOA_clim	0.01	.
AOU_WOA_clim	.	.	nitrate_WOA_clim	.	.	surface_downward_northward_stress	0.01	.
conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.	AOU_WOA_clim	.	.
nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.	oxygen_WOA_clim	.	.
phosphate_WOA_clim	.	.	Si	.	.	salinity_WOA_clim	.	.
silicate_WOA_clim	.	.	NO3	.	.	conductivity_WOA_clim	.	.
sss_cruise	.	.	CHL	.	.	nitrate_WOA_clim	.	.
Si	.	.	PHYC	.	.	phosphate_WOA_clim	.	.
NO3	.	.	PO4	.	.	silicate_WOA_clim	.	.
CHL	.	.	O2	.	.	Si	.	.
PHYC	.	.	sst	.	.	NO3	.	.
PO4	.	.	PP	.	.	CHL	.	.
O2	.	.	sla	.	.	PHYC	.	.
sst	.	.	ugosa	.	.	PO4	.	.
PP	.	.	wind_stress	.	.	O2	.	.
sla	.	.	eastward_wind	.	.	sst	.	.
eastward_wind	.	.	surface_downward_eastward_stress	.	.	PP	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	sla	.	.
sss	.	.	sss	.	.	eastward_wind	.	.

KM1717 pico1_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.81	0.145	par_3	0.7	-0.105	par	0.73	0.032
par_6	0.81	0.075	par_6	0.69	-0.103	par_6	0.65	-0.027
par_9	0.6	0.069	par_12	0.56	-0.091	northward_wind	0.56	-0.104
par_12	0.53	0.026	vgos	0.5	-0.147	par_9	0.43	.
northward_wind	0.43	.	par_9	0.41	0.003	par_12	0.38	-0.009
par	0.39	.	par	0.34	-0.046	par_3	0.33	.
Fe	0.36	-0.026	Fe	0.34	.	Fe	0.17	.
vgos	0.28	.	northward_wind	0.23	.	vgos	0.16	0.011
sst_cruise	0.17	0.011	sss_cruise	0.19	0.576	wind_speed	0.12	.
wind_stress	0.14	-0.055	sst_cruise	0.19	.	o2sat_WOA_clim	0.1	.
ugos	0.1	.	wind_speed	0.18	-0.02	wind_stress	0.1	0.042
wind_speed	0.1	.	ugos	0.16	-0.052	sst_cruise	0.09	.
surface_downward_eastward_stress	0.09	.	ugosa	0.14	.	density_WOA_clim	0.08	0.012
density_WOA_clim	0.08	.	o2sat_WOA_clim	0.13	.	vgosa	0.08	.
sss_cruise	0.07	-0.023	wind_stress	0.06	.	ugosa	0.08	.
vgosa	0.07	.	density_WOA_clim	0.03	.	sss_cruise	0.05	.
o2sat_WOA_clim	0.06	.	vgosa	0.02	.	surface_downward_eastward_stress	0.03	.
ugosa	0.06	.	surface_downward_eastward_stress	0.01	.	sss	0.03	.
AOU_WOA_clim	0.02	.	surface_downward_northward_stress	0.01	.	oxygen_WOA_clim	0.01	.
salinity_WOA_clim	0.02	.	AOU_WOA_clim	.	.	salinity_WOA_clim	0.01	.
sss	0.02	.	oxygen_WOA_clim	.	.	AOU_WOA_clim	.	.
oxygen_WOA_clim	0.01	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
sla	0.01	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
surface_downward_northward_stress	0.01	0.106	nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.
conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.
nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.	Si	.	.
phosphate_WOA_clim	.	.	Si	.	.	NO3	.	.
silicate_WOA_clim	.	.	NO3	.	.	CHL	.	.
Si	.	.	CHL	.	.	PHYC	.	.
NO3	.	.	PHYC	.	.	PO4	.	.
CHL	.	.	PO4	.	.	O2	.	.
PHYC	.	.	O2	.	.	sst	.	.
PO4	.	.	sst	.	.	PP	.	.
O2	.	.	PP	.	.	sla	.	.
sst	.	.	sla	.	.	ugos	.	.
PP	.	.	eastward_wind	.	.	eastward_wind	.	.
eastward_wind	.	.	sss	.	.	surface_downward_northward_stress	.	.

KM1717 pico2_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	1	0.127	par_12	0.99	-0.092	par_6	0.98	-0.068
par	0.94	-0.048	par_3	0.97	-0.086	par	0.94	0.041
par_9	0.91	0.049	par_9	0.92	-0.04	northward_wind	0.84	-0.289
northward_wind	0.91	0.141	par_6	0.83	-0.026	par_9	0.69	-0.002
par_6	0.88	0.046	vgos	0.64	-0.074	par_3	0.66	-0.003
Fe	0.72	-0.054	par	0.55	-0.006	par_12	0.5	-0.019
par_12	0.66	-0.019	northward_wind	0.53	0.16	wind_speed	0.44	0.163
wind_stress	0.57	.	Fe	0.42	.	vgos	0.42	0.083
sst_cruise	0.47	0.161	wind_speed	0.34	-0.042	sst_cruise	0.41	0.288
vgos	0.41	.	wind_stress	0.3	-0.005	Fe	0.23	0.01
wind_speed	0.39	0.181	sst_cruise	0.27	.	o2sat_WOA_clim	0.2	0.136
ugos	0.31	0.08	o2sat_WOA_clim	0.24	-0.039	density_WOA_clim	0.19	0.071
density_WOA_clim	0.23	-0.163	ugosa	0.21	-0.004	sss_cruise	0.17	-0.065
ugosa	0.23	.	density_WOA_clim	0.17	-0.229	ugosa	0.13	-0.008
surface_downward_eastward_stress	0.19	0.646	vgosa	0.1	.	wind_stress	0.08	.
sss_cruise	0.14	.	sss_cruise	0.08	.	ugos	0.04	.
surface_downward_northward_stress	0.14	0.162	ugos	0.04	.	surface_downward_eastward_stress	0.04	.
vgosa	0.12	-0.034	surface_downward_eastward_stress	0.04	0.152	oxygen_WOA_clim	0.02	.
salinity_WOA_clim	0.09	-0.036	AOU_WOA_clim	0.02	.	vgosa	0.02	.
o2sat_WOA_clim	0.04	.	sss	0.02	.	salinity_WOA_clim	0.01	.
phosphate_WOA_clim	0.02	.	oxygen_WOA_clim	0.01	.	sss	0.01	.
sss	0.02	.	salinity_WOA_clim	0.01	.	AOU_WOA_clim	.	.
AOU_WOA_clim	0.01	.	conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.
oxygen_WOA_clim	0.01	-0.039	nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.
sla	0.01	-0.041	phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.
eastward_wind	0.01	.	silicate_WOA_clim	.	.	silicate_WOA_clim	.	.
conductivity_WOA_clim	.	.	Si	.	.	Si	.	.
nitrate_WOA_clim	.	.	NO3	.	.	NO3	.	.
silicate_WOA_clim	.	.	CHL	.	.	CHL	.	.
Si	.	.	PHYC	.	.	PHYC	.	.
NO3	.	.	PO4	.	.	PO4	.	.
CHL	.	.	O2	.	.	O2	.	.
PHYC	.	.	sst	.	.	sst	.	.
PO4	.	.	PP	.	.	PP	.	.
O2	.	.	sla	.	.	sla	.	.
sst	.	.	eastward_wind	.	.	eastward_wind	.	.
PP	.	.	surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.

KM1717 pro1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par	1	0.106	par_9	0.94	0.082	par	0.76	-0.004
par_3	1	0.111	par_3	0.83	-0.009	par_9	0.64	0.004
par_6	1	0.203	par_12	0.79	-0.095	par_12	0.6	.
par_9	1	0.105	par_6	0.76	.	par_6	0.52	-0.002
northward_wind	0.82	.	par	0.72	-0.042	par_3	0.49	0
par_12	0.79	-0.028	sst_cruise	0.54	-0.429	Fe	0.42	-0.004
Fe	0.54	-0.013	Fe	0.48	0.032	ugosa	0.34	0.01
wind_stress	0.43	.	sss_cruise	0.42	0.648	wind_stress	0.32	0.017
ugosa	0.39	0.039	northward_wind	0.39	0.06	northward_wind	0.23	-0.003
wind_speed	0.3	0.012	vgos	0.25	-0.014	wind_speed	0.22	.
vgosa	0.29	-0.082	ugosa	0.14	.	o2sat_WOA_clim	0.14	-0.01
vgos	0.24	.	wind_speed	0.1	.	vgos	0.13	.
sst_cruise	0.19	-0.003	vgosa	0.06	.	vgosa	0.11	-0.002
surface_downward_eastward_stress	0.17	0.212	wind_stress	0.05	.	sst_cruise	0.09	0.009
surface_downward_northward_stress	0.17	0.176	o2sat_WOA_clim	0.04	.	sss_cruise	0.03	.
o2sat_WOA_clim	0.14	-0.097	ugos	0.03	.	density_WOA_clim	0.02	.
ugos	0.14	.	AOU_WOA_clim	0.01	.	ugos	0.02	.
density_WOA_clim	0.11	.	density_WOA_clim	0.01	.	sst	0.01	.
sss_cruise	0.1	.	O2	0.01	.	surface_downward_eastward_stress	0.01	.
salinity_WOA_clim	0.08	-0.03	sss	0.01	.	sss	0.01	.
sss	0.04	.	oxygen_WOA_clim	.	.	AOU_WOA_clim	.	.
sst	0.03	.	salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.
eastward_wind	0.03	.	conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.
oxygen_WOA_clim	0.02	.	nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.
phosphate_WOA_clim	0.02	.	phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.
O2	0.01	.	silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.
AOU_WOA_clim	.	.	Si	.	.	silicate_WOA_clim	.	.
conductivity_WOA_clim	.	.	NO3	.	.	Si	.	.
nitrate_WOA_clim	.	.	CHL	.	.	NO3	.	.
silicate_WOA_clim	.	.	PHYC	.	.	CHL	.	.
Si	.	.	PO4	.	.	PHYC	.	.
NO3	.	.	sst	.	.	PO4	.	.
CHL	.	.	PP	.	.	O2	.	.
PHYC	.	.	sla	.	.	PP	.	.
PO4	.	.	eastward_wind	.	.	sla	.	.
PP	.	.	surface_downward_eastward_stress	.	.	eastward_wind	.	.
sla	.	-0.209	surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.

KM1717 syn

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.56	0.087	par_3	0.39	-0.074	par	0.38	0.076
par_6	0.49	0.123	par_12	0.26	-0.022	par_6	0.24	-0.074
northward_wind	0.41	0.032	par_6	0.25	.	par_12	0.21	-0.038
par_12	0.25	0.023	par	0.19	0.039	par_3	0.2	.
par_9	0.24	.	par_9	0.13	.	par_9	0.17	0.064
Fe	0.21	-0.04	Fe	0.1	.	Fe	0.1	.
par	0.15	0.004	northward_wind	0.08	.	northward_wind	0.06	.
vgos	0.1	.	vgos	0.06	.	density_WOA_clim	0.05	.
ugosa	0.07	.	density_WOA_clim	0.03	.	vgos	0.05	.
wind_stress	0.06	.	ugosa	0.03	.	wind_speed	0.03	.
wind_speed	0.06	.	wind_stress	0.03	.	AOU_WOA_clim	0.02	.
density_WOA_clim	0.04	0.013	wind_speed	0.03	.	o2sat_WOA_clim	0.02	.
o2sat_WOA_clim	0.03	.	sss_cruise	0.01	.	sss_cruise	0.02	.
vgosa	0.03	.	sst_cruise	0.01	.	sst_cruise	0.02	.
ugos	0.03	.	vgosa	0.01	.	O2	0.01	.
surface_downward_eastward_stress	0.03	.	ugos	0.01	.	vgosa	0.01	.
sst_cruise	0.02	.	surface_downward_eastward_stress	0.01	.	wind_stress	0.01	.
AOU_WOA_clim	.	.	AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	o2sat_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.
phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.	Si	.	.
sss_cruise	.	.	silicate_WOA_clim	.	.	NO3	.	.
Si	.	.	Si	.	.	CHL	.	.
NO3	.	.	NO3	.	.	PHYC	.	.
CHL	.	.	CHL	.	.	PO4	.	.
PHYC	.	.	PHYC	.	.	sst	.	.
PO4	.	.	PO4	.	.	PP	.	.
O2	.	.	O2	.	.	sla	.	.
sst	.	.	sst	.	.	ugosa	.	.
PP	.	.	PP	.	.	ugos	.	.
sla	.	.	sla	.	.	eastward_wind	.	.
eastward_wind	.	.	eastward_wind	.	.	surface_downward_eastward_stress	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.
sss	.	.	sss	.	.	sss	.	.

KM1717 bg2

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.41	0.002	par_3	0.53	-0.013	par_3	0.33	0.024
northward_wind	0.36	0.051	par	0.19	.	par	0.28	.
par_6	0.25	.	par_6	0.15	.	par_6	0.18	.
par_12	0.25	-0.01	par_9	0.14	.	par_9	0.18	.
par_9	0.23	.	par_12	0.12	.	par_12	0.17	-0.008
Fe	0.19	.	sst_cruise	0.08	.	Fe	0.15	-0.007
par	0.18	.	Fe	0.08	.	northward_wind	0.14	.
ugos	0.05	.	wind_speed	0.08	.	vgos	0.12	.
wind_stress	0.05	.	vgos	0.05	.	ugosa	0.03	.
wind_speed	0.05	.	sss_cruise	0.04	.	wind_stress	0.03	.
sss_cruise	0.04	.	northward_wind	0.04	.	wind_speed	0.03	.
vgos	0.04	0.001	density_WOA_clim	0.01	.	density_WOA_clim	0.02	.
ugosa	0.04	0.03	vgosa	0.01	.	ugos	0.01	.
surface_downward_eastward_stress	0.04	.	ugosa	0.01	.	AOU_WOA_clim	.	.
surface_downward_northward_stress	0.04	.	wind_stress	0.01	.	o2sat_WOA_clim	.	.
vgosa	0.03	.	surface_downward_eastward_stress	0.01	.	oxygen_WOA_clim	.	.
sst	0.02	.	AOU_WOA_clim	.	.	salinity_WOA_clim	.	.
sst_cruise	0.01	.	o2sat_WOA_clim	.	.	conductivity_WOA_clim	.	.
O2	0.01	.	oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.
AOU_WOA_clim	.	.	salinity_WOA_clim	.	.	phosphate_WOA_clim	.	.
density_WOA_clim	.	.	conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.
o2sat_WOA_clim	.	.	nitrate_WOA_clim	.	.	sss_cruise	.	.
oxygen_WOA_clim	.	.	phosphate_WOA_clim	.	.	sst_cruise	.	.
salinity_WOA_clim	.	.	silicate_WOA_clim	.	.	Si	.	.
conductivity_WOA_clim	.	.	Si	.	.	NO3	.	.
nitrate_WOA_clim	.	.	NO3	.	.	CHL	.	.
phosphate_WOA_clim	.	.	CHL	.	.	PHYC	.	.
silicate_WOA_clim	.	.	PHYC	.	.	PO4	.	.
Si	.	.	PO4	.	.	O2	.	.
NO3	.	.	O2	.	.	sst	.	.
CHL	.	.	sst	.	.	PP	.	.
PHYC	.	.	PP	.	.	vgosa	.	.
PO4	.	.	sla	.	.	sla	.	.
PP	.	.	ugos	.	.	eastward_wind	.	.
sla	.	.	eastward_wind	.	.	surface_downward_eastward_stress	.	.
eastward_wind	.	.	surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1801 rest1_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
ugos	0.07	.	ugos	0.06	.	ugos	0.07	.
par_6	0.05	.	par_9	0.01	.	par_6	0.05	.
par_12	0.04	.	par_12	0.01	.	par_12	0.05	.
ugosa	0.03	.	AOU_WOA_clim	.	.	ugosa	0.05	.
par_3	0.02	.	density_WOA_clim	.	.	par	0.02	.
par	0.01	.	o2sat_WOA_clim	.	.	par_3	0.02	.
par_9	0.01	.	oxygen_WOA_clim	.	.	par_9	0.02	.
Fe	0.01	.	salinity_WOA_clim	.	.	Fe	0.01	.
AOU_WOA_clim	.	.	conductivity_WOA_clim	.	.	AOU_WOA_clim	.	.
density_WOA_clim	.	.	nitrate_WOA_clim	.	.	density_WOA_clim	.	.
o2sat_WOA_clim	.	.	phosphate_WOA_clim	.	.	o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.	silicate_WOA_clim	.	.	oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.	sss_cruise	.	.	salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.	sst_cruise	.	.	conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.	par	.	.	nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.	par_3	.	.	phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.	par_6	.	.	silicate_WOA_clim	.	.
sss_cruise	.	.	Si	.	.	sss_cruise	.	.
sst_cruise	.	.	NO3	.	.	sst_cruise	.	.
Si	.	.	CHL	.	.	Si	.	.
NO3	.	.	PHYC	.	.	NO3	.	.
CHL	.	.	PO4	.	.	CHL	.	.
PHYC	.	.	O2	.	.	PHYC	.	.
PO4	.	.	sst	.	.	PO4	.	.
O2	.	.	Fe	.	.	O2	.	.
sst	.	.	PP	.	.	sst	.	.
PP	.	.	vgosa	.	.	PP	.	.
vgosa	.	.	vgos	.	.	vgosa	.	.
vgos	.	.	sla	.	.	vgos	.	.
sla	.	.	ugosa	.	.	sla	.	.
wind_stress	.	.	wind_stress	.	.	wind_stress	.	.
eastward_wind	.	.	eastward_wind	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
wind_speed	.	.	wind_speed	.	.	wind_speed	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1801 bead

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_9	0.25	.	ugos	0.54	.	par_6	0.37	0.015
ugos	0.23	.	ugosa	0.53	-0.072	par_3	0.29	.
par_6	0.17	.	par_12	0.08	.	ugos	0.08	.
par	0.09	.	par_6	0.03	.	par_9	0.05	.
par_12	0.08	.	par_9	0.03	.	par	0.02	.
par_3	0.07	.	par	0.02	.	ugosa	0.01	.
Fe	0.07	.	par_3	0.02	.	AOU_WOA_clim	.	.
ugosa	0.04	.	Fe	0.01	.	density_WOA_clim	.	.
wind_stress	0.01	.	sla	0.01	.	o2sat_WOA_clim	.	.
AOU_WOA_clim	.	.	AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.
density_WOA_clim	.	.	density_WOA_clim	.	.	salinity_WOA_clim	.	.
o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.	conductivity_WOA_clim	.	.
oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.
salinity_WOA_clim	.	.	salinity_WOA_clim	.	.	phosphate_WOA_clim	.	.
conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.
nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.	sss_cruise	.	.
phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.	sst_cruise	.	.
silicate_WOA_clim	.	.	silicate_WOA_clim	.	.	par_12	.	.
sss_cruise	.	.	sss_cruise	.	.	Si	.	.
sst_cruise	.	.	sst_cruise	.	.	NO3	.	.
Si	.	.	Si	.	.	CHL	.	.
NO3	.	.	NO3	.	.	PHYC	.	.
CHL	.	.	CHL	.	.	PO4	.	.
PHYC	.	.	PHYC	.	.	O2	.	.
PO4	.	.	PO4	.	.	sst	.	.
O2	.	.	O2	.	.	Fe	.	.
sst	.	.	sst	.	.	PP	.	.
PP	.	.	PP	.	.	vgosa	.	.
vgosa	.	.	vgosa	.	.	vgos	.	.
vgos	.	.	vgos	.	.	sla	.	.
sla	.	.	wind_stress	.	.	wind_stress	.	.
eastward_wind	.	.	eastward_wind	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
wind_speed	.	.	wind_speed	.	.	wind_speed	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1801 pico2_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_12	0.62	0.028	par_3	0.77	-0.103	par	0.76	0.087
par_6	0.53	-0.026	ugosa	0.7	-0.033	par_6	0.7	-0.049
ugos	0.34	.	par_12	0.56	-0.031	par_9	0.57	.
ugosa	0.28	0.008	par_9	0.39	-0.012	par_12	0.33	-0.003
par_3	0.27	.	par_6	0.34	.	Fe	0.31	-0.03
par	0.24	.	Fe	0.31	0.057	ugosa	0.2	.
par_9	0.23	.	sla	0.31	0.182	ugos	0.19	.
Fe	0.22	.	par	0.25	.	par_3	0.11	.
wind_stress	0.04	.	vgosa	0.1	.	sla	0.05	.
vgosa	0.03	.	ugos	0.08	.	sss	0.01	.
sla	0.02	.	wind_stress	0.06	.	AOU_WOA_clim	.	.
sss_cruise	0.01	.	sss_cruise	0.04	.	density_WOA_clim	.	.
sss	0.01	.	wind_speed	0.03	.	o2sat_WOA_clim	.	.
AOU_WOA_clim	.	.	surface_downward_northward_stress	0.02	.	oxygen_WOA_clim	.	.
density_WOA_clim	.	.	sss	0.02	.	salinity_WOA_clim	.	.
o2sat_WOA_clim	.	.	AOU_WOA_clim	.	.	conductivity_WOA_clim	.	.
oxygen_WOA_clim	.	.	density_WOA_clim	.	.	nitrate_WOA_clim	.	.
salinity_WOA_clim	.	.	o2sat_WOA_clim	.	.	phosphate_WOA_clim	.	.
conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.	silicate_WOA_clim	.	.
nitrate_WOA_clim	.	.	salinity_WOA_clim	.	.	sss_cruise	.	.
phosphate_WOA_clim	.	.	conductivity_WOA_clim	.	.	sst_cruise	.	.
silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.	Si	.	.
sst_cruise	.	.	phosphate_WOA_clim	.	.	NO3	.	.
Si	.	.	silicate_WOA_clim	.	.	CHL	.	.
NO3	.	.	sst_cruise	.	.	PHYC	.	.
CHL	.	.	Si	.	.	PO4	.	.
PHYC	.	.	NO3	.	.	O2	.	.
PO4	.	.	CHL	.	.	sst	.	.
O2	.	.	PHYC	.	.	PP	.	.
sst	.	.	PO4	.	.	vgosa	.	.
PP	.	.	O2	.	.	vgos	.	.
vgos	.	.	sst	.	.	wind_stress	.	.
eastward_wind	.	.	PP	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	vgos	.	.	surface_downward_eastward_stress	.	.
wind_speed	.	.	eastward_wind	.	.	wind_speed	.	.
surface_downward_northward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_northward_stress	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.

KOK1801 pico1_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.94	0.346	ugosa	0.72	-0.052	par	0.93	0.047
par_6	0.83	0.179	par_9	0.66	0.057	par_3	0.58	0.006
par_9	0.56	0.147	par_6	0.52	0.036	ugos	0.27	0.002
ugosa	0.42	.	par	0.44	-0.014	par_9	0.23	.
ugos	0.39	0.114	par_12	0.31	.	par_12	0.2	.
Fe	0.36	-0.116	ugos	0.31	.	Fe	0.18	.
par_12	0.31	.	sla	0.24	.	par_6	0.08	.
par	0.18	.	par_3	0.23	.	sla	0.02	.
wind_stress	0.06	.	Fe	0.15	.	wind_stress	0.02	.
vgosa	0.05	.	vgosa	0.07	.	ugosa	0.01	.
sla	0.03	.	wind_stress	0.06	.	sss	0.01	.
density_WOA_clim	0.02	.	sss_cruise	0.04	.	AOU_WOA_clim	.	.
vgos	0.02	.	sss	0.03	.	density_WOA_clim	.	.
eastward_wind	0.02	.	wind_speed	0.02	.	o2sat_WOA_clim	.	.
sss_cruise	0.01	.	AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.
surface_downward_eastward_stress	0.01	.	density_WOA_clim	.	.	salinity_WOA_clim	.	.
wind_speed	0.01	.	o2sat_WOA_clim	.	.	conductivity_WOA_clim	.	.
sss	0.01	.	oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.
AOU_WOA_clim	.	.	salinity_WOA_clim	.	.	phosphate_WOA_clim	.	.
o2sat_WOA_clim	.	.	conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.
oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.	sss_cruise	.	.
salinity_WOA_clim	.	.	phosphate_WOA_clim	.	.	sst_cruise	.	.
conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.	Si	.	.
nitrate_WOA_clim	.	.	sst_cruise	.	.	NO3	.	.
phosphate_WOA_clim	.	.	Si	.	.	CHL	.	.
silicate_WOA_clim	.	.	NO3	.	.	PHYC	.	.
sst_cruise	.	.	CHL	.	.	PO4	.	.
Si	.	.	PHYC	.	.	O2	.	.
NO3	.	.	PO4	.	.	sst	.	.
CHL	.	.	O2	.	.	PP	.	.
PHYC	.	.	sst	.	.	vgosa	.	.
PO4	.	.	PP	.	.	vgos	.	.
O2	.	.	vgos	.	.	eastward_wind	.	.
sst	.	.	eastward_wind	.	.	surface_downward_eastward_stress	.	.
PP	.	.	surface_downward_eastward_stress	.	.	wind_speed	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.

KOK1801 rest1_2

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.31	0.007	ugosa	0.36	-0.025	ugosa	0.23	.
ugosa	0.29	.	par_12	0.33	0.019	par_9	0.11	.
par_12	0.28	.	par	0.19	.	par_6	0.09	.
par_9	0.27	.	ugos	0.14	.	par_12	0.09	.
sla	0.23	-0.004	par_9	0.11	.	par_3	0.07	.
ugos	0.16	.	par_3	0.04	.	sla	0.06	.
par_3	0.14	.	par_6	0.03	.	ugos	0.03	.
Fe	0.13	.	Fe	0.01	.	sss	0.01	.
par	0.11	.	sla	0.01	.	AOU_WOA_clim	.	.
wind_stress	0.07	.	AOU_WOA_clim	.	.	density_WOA_clim	.	.
sss_cruise	0.01	.	density_WOA_clim	.	.	o2sat_WOA_clim	.	.
vgos	0.01	.	o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.
AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
density_WOA_clim	.	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
o2sat_WOA_clim	.	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.
salinity_WOA_clim	.	.	phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.
conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.	sss_cruise	.	.
nitrate_WOA_clim	.	.	sss_cruise	.	.	sst_cruise	.	.
phosphate_WOA_clim	.	.	sst_cruise	.	.	par	.	.
silicate_WOA_clim	.	.	Si	.	.	Si	.	.
sst_cruise	.	.	NO3	.	.	NO3	.	.
Si	.	.	CHL	.	.	CHL	.	.
NO3	.	.	PHYC	.	.	PHYC	.	.
CHL	.	.	PO4	.	.	PO4	.	.
PHYC	.	.	O2	.	.	O2	.	.
PO4	.	.	sst	.	.	sst	.	.
O2	.	.	PP	.	.	Fe	.	.
sst	.	.	vgosa	.	.	PP	.	.
PP	.	.	vgos	.	.	vgosa	.	.
vgosa	.	.	wind_stress	.	.	vgos	.	.
eastward_wind	.	.	eastward_wind	.	.	wind_stress	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	eastward_wind	.	.
wind_speed	.	.	wind_speed	.	.	surface_downward_eastward_stress	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	wind_speed	.	.
northward_wind	.	.	northward_wind	.	.	surface_downward_northward_stress	.	.
sss	.	.	sss	.	.	northward_wind	.	.

KOK1801 pico2_2

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.32	-0.008	ugosa	0.33	-0.032	par_6	0.35	-0.024
par_3	0.31	-0.008	par_3	0.31	-0.005	par	0.12	.
ugos	0.26	.	par_6	0.25	-0.02	par_9	0.12	.
par_12	0.23	.	par_9	0.21	.	ugos	0.1	.
ugosa	0.17	.	par_12	0.14	.	Fe	0.06	.
par	0.15	.	Fe	0.12	.	ugosa	0.06	.
par_9	0.14	.	sla	0.09	.	par_3	0.04	.
Fe	0.13	0.006	ugos	0.05	.	par_12	0.04	.
sss_cruise	0.03	.	par	0.04	.	sla	0.01	.
sla	0.03	.	sss_cruise	0.01	.	AOU_WOA_clim	.	.
wind_stress	0.03	.	vgosa	0.01	.	density_WOA_clim	.	.
vgosa	0.01	.	wind_stress	0.01	.	o2sat_WOA_clim	.	.
wind_speed	0.01	.	sss	0.01	.	oxygen_WOA_clim	.	.
sss	0.01	.	AOU_WOA_clim	.	.	salinity_WOA_clim	.	.
AOU_WOA_clim	.	.	density_WOA_clim	.	.	conductivity_WOA_clim	.	.
density_WOA_clim	.	.	o2sat_WOA_clim	.	.	nitrate_WOA_clim	.	.
o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.	phosphate_WOA_clim	.	.
oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.	silicate_WOA_clim	.	.
salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.	sss_cruise	.	.
conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.	sst_cruise	.	.
nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.	Si	.	.
phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.	NO3	.	.
silicate_WOA_clim	.	.	sst_cruise	.	.	CHL	.	.
sst_cruise	.	.	Si	.	.	PHYC	.	.
Si	.	.	NO3	.	.	PO4	.	.
NO3	.	.	CHL	.	.	O2	.	.
CHL	.	.	PHYC	.	.	sst	.	.
PHYC	.	.	PO4	.	.	PP	.	.
PO4	.	.	O2	.	.	vgosa	.	.
O2	.	.	sst	.	.	vgos	.	.
sst	.	.	PP	.	.	wind_stress	.	.
PP	.	.	vgos	.	.	eastward_wind	.	.
vgos	.	.	eastward_wind	.	.	surface_downward_eastward_stress	.	.
eastward_wind	.	.	surface_downward_eastward_stress	.	.	wind_speed	.	.
surface_downward_eastward_stress	.	.	wind_speed	.	.	surface_downward_northward_stress	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	northward_wind	.	.
northward_wind	.	.	northward_wind	.	.	sss	.	.

KOK1801 bg1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
ugos	0.09	.	par_3	0.04	.	par_3	0.15	.
par_3	0.02	.	ugos	0.04	.	par_6	0.13	.
par_6	0.02	.	par_6	0.02	.	ugos	0.1	.
AOU_WOA_clim	.	.	par_12	0.02	.	par_9	0.03	.
density_WOA_clim	.	.	ugosa	0.01	.	Fe	0.01	.
o2sat_WOA_clim	.	.	AOU_WOA_clim	.	.	ugosa	0.01	.
oxygen_WOA_clim	.	.	density_WOA_clim	.	.	AOU_WOA_clim	.	.
salinity_WOA_clim	.	.	o2sat_WOA_clim	.	.	density_WOA_clim	.	.
conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.	o2sat_WOA_clim	.	.
nitrate_WOA_clim	.	.	salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.
phosphate_WOA_clim	.	.	conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.
silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.
sss_cruise	.	.	phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.
sst_cruise	.	.	silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.
par	.	.	sss_cruise	.	.	silicate_WOA_clim	.	.
par_9	.	.	sst_cruise	.	.	sss_cruise	.	.
par_12	.	.	par	.	.	sst_cruise	.	.
Si	.	.	par_9	.	.	par	.	.
NO3	.	.	Si	.	.	par_12	.	.
CHL	.	.	NO3	.	.	Si	.	.
PHYC	.	.	CHL	.	.	NO3	.	.
PO4	.	.	PHYC	.	.	CHL	.	.
O2	.	.	PO4	.	.	PHYC	.	.
sst	.	.	O2	.	.	PO4	.	.
Fe	.	.	sst	.	.	O2	.	.
PP	.	.	Fe	.	.	sst	.	.
vgosa	.	.	PP	.	.	PP	.	.
vgos	.	.	vgosa	.	.	vgosa	.	.
sla	.	.	vgos	.	.	vgos	.	.
ugosa	.	.	sla	.	.	sla	.	.
wind_stress	.	.	wind_stress	.	.	wind_stress	.	.
eastward_wind	.	.	eastward_wind	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
wind_speed	.	.	wind_speed	.	.	wind_speed	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1801 bg2

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.05	.	ugos	0.31	-0.025	par_12	0.11	.
ugos	0.05	.	par_6	0.18	0.013	par_3	0.07	.
par_3	0.03	.	ugosa	0.11	.	par_6	0.04	.
par_9	0.01	.	par_3	0.03	.	ugosa	0.04	.
par_12	0.01	.	par_9	0.02	.	ugos	0.04	.
ugosa	0.01	.	par_12	0.01	.	AOU_WOA_clim	.	.
AOU_WOA_clim	.	.	AOU_WOA_clim	.	.	density_WOA_clim	.	.
density_WOA_clim	.	.	density_WOA_clim	.	.	o2sat_WOA_clim	.	.
o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.
phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	silicate_WOA_clim	.	.	sss_cruise	.	.
sss_cruise	.	.	sss_cruise	.	.	sst_cruise	.	.
sst_cruise	.	.	sst_cruise	.	.	par	.	.
par	.	.	par	.	.	par_9	.	.
Si	.	.	Si	.	.	Si	.	.
NO3	.	.	NO3	.	.	NO3	.	.
CHL	.	.	CHL	.	.	CHL	.	.
PHYC	.	.	PHYC	.	.	PHYC	.	.
PO4	.	.	PO4	.	.	PO4	.	.
O2	.	.	O2	.	.	O2	.	.
sst	.	.	sst	.	.	sst	.	.
Fe	.	.	Fe	.	.	Fe	.	.
PP	.	.	PP	.	.	PP	.	.
vgosa	.	.	vgosa	.	.	vgosa	.	.
vgos	.	.	vgos	.	.	vgos	.	.
sla	.	.	sla	.	.	sla	.	.
wind_stress	.	.	wind_stress	.	.	wind_stress	.	.
eastward_wind	.	.	eastward_wind	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
wind_speed	.	.	wind_speed	.	.	wind_speed	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1801 pro1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	1	0.167	ugosa	0.73	-0.019	ugos	0.91	0.009
par_3	0.99	0.153	par_6	0.71	0.062	par_3	0.8	0.01
par_9	0.67	0.048	par	0.56	-0.034	Fe	0.42	0.006
ugos	0.52	0.038	par_9	0.13	.	par_6	0.3	.
Fe	0.46	-0.058	par_3	0.12	.	par_12	0.26	.
par_12	0.28	.	wind_stress	0.12	.	wind_stress	0.24	.
ugosa	0.2	.	ugos	0.07	.	ugosa	0.13	.
par	0.19	.	par_12	0.06	.	par	0.09	.
vgosa	0.15	.	Fe	0.03	.	par_9	0.08	.
sss_cruise	0.13	.	sss_cruise	0.02	.	sla	0.07	.
wind_stress	0.1	.	sla	0.02	.	vgosa	0.01	.
sss	0.08	.	vgos	0.01	.	AOU_WOA_clim	.	.
surface_downward_northward_stress	0.07	.	sss	0.01	.	density_WOA_clim	.	.
vgos	0.02	.	AOU_WOA_clim	.	.	o2sat_WOA_clim	.	.
density_WOA_clim	0.01	.	density_WOA_clim	.	.	oxygen_WOA_clim	.	.
sla	0.01	.	o2sat_WOA_clim	.	.	salinity_WOA_clim	.	.
wind_speed	0.01	.	oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.
northward_wind	0.01	.	salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.
AOU_WOA_clim	.	.	conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.
o2sat_WOA_clim	.	.	nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.
oxygen_WOA_clim	.	.	phosphate_WOA_clim	.	.	sss_cruise	.	.
salinity_WOA_clim	.	.	silicate_WOA_clim	.	.	sst_cruise	.	.
conductivity_WOA_clim	.	.	sst_cruise	.	.	Si	.	.
nitrate_WOA_clim	.	.	Si	.	.	NO3	.	.
phosphate_WOA_clim	.	.	NO3	.	.	CHL	.	.
silicate_WOA_clim	.	.	CHL	.	.	PHYC	.	.
sst_cruise	.	.	PHYC	.	.	PO4	.	.
Si	.	.	PO4	.	.	O2	.	.
NO3	.	.	O2	.	.	sst	.	.
CHL	.	.	sst	.	.	PP	.	.
PHYC	.	.	PP	.	.	vgos	.	.
PO4	.	.	vgosa	.	.	eastward_wind	.	.
O2	.	.	eastward_wind	.	.	surface_downward_eastward_stress	.	.
sst	.	.	surface_downward_eastward_stress	.	.	wind_speed	.	.
PP	.	.	wind_speed	.	.	surface_downward_northward_stress	.	.
eastward_wind	.	.	surface_downward_northward_stress	.	.	northward_wind	.	.
surface_downward_eastward_stress	.	.	northward_wind	.	.	sss	.	.

KOK1801 rest2_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_12	0.01	.	ugos	0.04	.	ugos	0.56	0.008
ugos	0.01	.	ugosa	0.02	.	par_3	0.19	.
AOU_WOA_clim	.	.	par_6	0.01	.	ugosa	0.14	.
density_WOA_clim	.	.	par_12	0.01	.	par	0.03	.
o2sat_WOA_clim	.	.	wind_stress	0.01	.	wind_stress	0.02	.
oxygen_WOA_clim	.	.	AOU_WOA_clim	.	.	par_9	0.01	.
salinity_WOA_clim	.	.	density_WOA_clim	.	.	par_12	0.01	.
conductivity_WOA_clim	.	.	o2sat_WOA_clim	.	.	Fe	0.01	.
nitrate_WOA_clim	.	.	oxygen_WOA_clim	.	.	AOU_WOA_clim	.	.
phosphate_WOA_clim	.	.	salinity_WOA_clim	.	.	density_WOA_clim	.	.
silicate_WOA_clim	.	.	conductivity_WOA_clim	.	.	o2sat_WOA_clim	.	.
sss_cruise	.	.	nitrate_WOA_clim	.	.	oxygen_WOA_clim	.	.
sst_cruise	.	.	phosphate_WOA_clim	.	.	salinity_WOA_clim	.	.
par	.	.	silicate_WOA_clim	.	.	conductivity_WOA_clim	.	.
par_3	.	.	sss_cruise	.	.	nitrate_WOA_clim	.	.
par_6	.	.	sst_cruise	.	.	phosphate_WOA_clim	.	.
par_9	.	.	par	.	.	silicate_WOA_clim	.	.
Si	.	.	par_3	.	.	sss_cruise	.	.
NO3	.	.	par_9	.	.	sst_cruise	.	.
CHL	.	.	Si	.	.	par_6	.	.
PHYC	.	.	NO3	.	.	Si	.	.
PO4	.	.	CHL	.	.	NO3	.	.
O2	.	.	PHYC	.	.	CHL	.	.
sst	.	.	PO4	.	.	PHYC	.	.
Fe	.	.	O2	.	.	PO4	.	.
PP	.	.	sst	.	.	O2	.	.
vgosa	.	.	Fe	.	.	sst	.	.
vgos	.	.	PP	.	.	PP	.	.
sla	.	.	vgosa	.	.	vgosa	.	.
ugosa	.	.	vgos	.	.	vgos	.	.
wind_stress	.	.	sla	.	.	sla	.	.
eastward_wind	.	.	eastward_wind	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
wind_speed	.	.	wind_speed	.	.	wind_speed	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KM1802 rest1_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
wind_stress	0.541	0.007	vgos	0.245	.	wind_stress	0.316	.
par_12	0.449	.	par_3	0.235	.	par_12	0.173	.
vgos	0.378	-0.007	wind_stress	0.163	.	vgos	0.153	.
par_9	0.276	.	par	0.143	.	par_3	0.133	.
par_6	0.245	.	par_9	0.133	.	par_9	0.092	.
par_3	0.122	.	vgosa	0.102	.	par	0.082	.
par	0.112	.	par_6	0.082	.	wind_speed	0.082	.
ugosa	0.061	.	par_12	0.061	.	par_6	0.071	.
surface_downward_northward_stress	0.061	.	wind_speed	0.051	.	surface_downward_northward_stress	0.031	.
ugos	0.041	.	sla	0.031	.	ugos	0.02	.
Fe	0.031	.	ugos	0.02	.	Fe	0.01	.
vgosa	0.031	.	Fe	0.01	.	ugosa	0.01	.
wind_speed	0.02	.	surface_downward_northward_stress	0.01	.	AOU_WOA_clim	.	.
surface_downward_eastward_stress	0.01	.	AOU_WOA_clim	.	.	density_WOA_clim	.	.
AOU_WOA_clim	.	.	density_WOA_clim	.	.	o2sat_WOA_clim	.	.
density_WOA_clim	.	.	o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.
o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.
nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.
phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.	sss_cruise	.	.
silicate_WOA_clim	.	.	sss_cruise	.	.	sst_cruise	.	.
sss_cruise	.	.	sst_cruise	.	.	Si	.	.
sst_cruise	.	.	Si	.	.	NO3	.	.
Si	.	.	NO3	.	.	CHL	.	.
NO3	.	.	CHL	.	.	PHYC	.	.
CHL	.	.	PHYC	.	.	PO4	.	.
PHYC	.	.	PO4	.	.	O2	.	.
PO4	.	.	O2	.	.	sst	.	.
O2	.	.	sst	.	.	PP	.	.
sst	.	.	PP	.	.	vgosa	.	.
PP	.	.	ugosa	.	.	sla	.	.
sla	.	.	eastward_wind	.	.	eastward_wind	.	.
eastward_wind	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KM1802 bead

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
vgos	0.439	.	wind_stress	0.357	.	wind_stress	0.5	-0.004
wind_stress	0.255	.	par_12	0.255	.	par_12	0.439	.
par_3	0.224	.	wind_speed	0.163	.	par_3	0.429	.
par_6	0.204	.	par_9	0.143	.	vgos	0.327	.
par_12	0.184	.	par_6	0.133	.	wind_speed	0.153	.
par_9	0.133	.	vgos	0.122	.	par_6	0.143	.
par	0.071	.	par	0.092	.	par	0.092	.
ugosa	0.061	.	par_3	0.061	.	par_9	0.071	.
vgosa	0.031	.	surface_downward_northward_stress	0.061	.	ugos	0.071	.
surface_downward_northward_stress	0.031	.	Fe	0.051	.	Fe	0.041	.
ugos	0.01	.	ugos	0.051	.	surface_downward_northward_stress	0.041	.
AOU_WOA_clim	.	.	o2sat_WOA_clim	0.02	.	vgosa	0.01	.
density_WOA_clim	.	.	AOU_WOA_clim	0.01	.	eastward_wind	0.01	.
o2sat_WOA_clim	.	.	vgosa	0.01	.	sss	0.01	.
oxygen_WOA_clim	.	.	ugosa	0.01	.	AOU_WOA_clim	.	.
salinity_WOA_clim	.	.	density_WOA_clim	.	.	density_WOA_clim	.	.
conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.	o2sat_WOA_clim	.	.
nitrate_WOA_clim	.	.	salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.
phosphate_WOA_clim	.	.	conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.
silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.
sss_cruise	.	.	phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.
sst_cruise	.	.	silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.
Si	.	.	sss_cruise	.	.	silicate_WOA_clim	.	.
NO3	.	.	sst_cruise	.	.	sss_cruise	.	.
CHL	.	.	Si	.	.	sst_cruise	.	.
PHYC	.	.	NO3	.	.	Si	.	.
PO4	.	.	CHL	.	.	NO3	.	.
O2	.	.	PHYC	.	.	CHL	.	.
sst	.	.	PO4	.	.	PHYC	.	.
Fe	.	.	O2	.	.	PO4	.	.
PP	.	.	sst	.	.	O2	.	.
sla	.	.	PP	.	.	sst	.	.
eastward_wind	.	.	sla	.	.	PP	.	.
surface_downward_eastward_stress	.	.	eastward_wind	.	.	sla	.	.
wind_speed	.	.	surface_downward_eastward_stress	.	.	ugosa	.	.
northward_wind	.	.	northward_wind	.	.	surface_downward_eastward_stress	.	.
sss	.	.	sss	.	.	northward_wind	.	.

KM1802 bg1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
wind_stress	0.214	.	par	0.276	.	vgos	0.265	.
par_6	0.194	.	vgos	0.265	.	wind_stress	0.235	.
vgos	0.163	.	par_6	0.194	.	par_3	0.173	.
par_9	0.153	.	par_12	0.173	.	par_9	0.143	.
par_12	0.143	.	par_9	0.153	.	par	0.133	.
par_3	0.112	.	wind_stress	0.143	.	par_12	0.133	.
par	0.092	.	par_3	0.133	.	wind_speed	0.112	.
ugos	0.061	.	vgosa	0.051	.	par_6	0.092	.
vgosa	0.051	.	ugos	0.051	.	o2sat_WOA_clim	0.031	.
ugosa	0.031	.	surface_downward_northward_stress	0.051	.	vgosa	0.031	.
wind_speed	0.031	.	wind_speed	0.02	.	ugosa	0.031	.
surface_downward_northward_stress	0.031	.	o2sat_WOA_clim	0.01	.	sla	0.02	.
o2sat_WOA_clim	0.02	.	sst_cruise	0.01	.	sst_cruise	0.01	.
Fe	0.01	.	Fe	0.01	.	Fe	0.01	.
AOU_WOA_clim	.	.	ugosa	0.01	.	AOU_WOA_clim	.	.
density_WOA_clim	.	.	AOU_WOA_clim	.	.	density_WOA_clim	.	.
oxygen_WOA_clim	.	.	density_WOA_clim	.	.	oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.
sss_cruise	.	.	silicate_WOA_clim	.	.	sss_cruise	.	.
sst_cruise	.	.	sss_cruise	.	.	Si	.	.
Si	.	.	Si	.	.	NO3	.	.
NO3	.	.	NO3	.	.	CHL	.	.
CHL	.	.	CHL	.	.	PHYC	.	.
PHYC	.	.	PHYC	.	.	PO4	.	.
PO4	.	.	PO4	.	.	O2	.	.
O2	.	.	O2	.	.	sst	.	.
sst	.	.	sst	.	.	PP	.	.
PP	.	.	PP	.	.	ugos	.	.
sla	.	.	sla	.	.	eastward_wind	.	.
eastward_wind	.	.	eastward_wind	.	.	surface_downward_eastward_stress	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_northward_stress	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KM1802 syn

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
vgos	0.939	0.071	vgos	0.5	.	wind_stress	0.48	.
par_9	0.388	.	wind_stress	0.418	.	vgos	0.398	.
par_6	0.367	.	par_9	0.245	.	par_3	0.357	.
par_3	0.173	.	par_12	0.224	.	par_9	0.092	.
par_12	0.133	.	par_3	0.153	.	par	0.071	.
wind_stress	0.071	.	wind_speed	0.153	.	par_6	0.061	.
Fe	0.041	.	vgosa	0.143	.	par_12	0.041	.
vgosa	0.031	.	par	0.061	.	vgosa	0.031	.
par	0.01	.	par_6	0.031	.	ugos	0.02	.
ugosa	0.01	.	sla	0.031	.	wind_speed	0.02	.
ugos	0.01	.	ugos	0.02	.	surface_downward_northward_stress	0.02	.
wind_speed	0.01	.	AOU_WOA_clim	.	.	Fe	0.01	.
AOU_WOA_clim	.	.	density_WOA_clim	.	.	sla	0.01	.
density_WOA_clim	.	.	o2sat_WOA_clim	.	.	ugosa	0.01	.
o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.	AOU_WOA_clim	.	.
oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.	density_WOA_clim	.	.
salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.	o2sat_WOA_clim	.	.
conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.	oxygen_WOA_clim	.	.
nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.	salinity_WOA_clim	.	.
phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.	conductivity_WOA_clim	.	.
silicate_WOA_clim	.	.	sss_cruise	.	.	nitrate_WOA_clim	.	.
sss_cruise	.	.	sst_cruise	.	.	phosphate_WOA_clim	.	.
sst_cruise	.	.	Si	.	.	silicate_WOA_clim	.	.
Si	.	.	NO3	.	.	sss_cruise	.	.
NO3	.	.	CHL	.	.	sst_cruise	.	.
CHL	.	.	PHYC	.	.	Si	.	.
PHYC	.	.	PO4	.	.	NO3	.	.
PO4	.	.	O2	.	.	CHL	.	.
O2	.	.	sst	.	.	PHYC	.	.
sst	.	.	Fe	.	.	PO4	.	.
PP	.	.	PP	.	.	O2	.	.
sla	.	.	ugosa	.	.	sst	.	.
eastward_wind	.	.	eastward_wind	.	.	PP	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	eastward_wind	.	.
surface_downward_northward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_eastward_stress	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KM1802 pico1_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
vgos	0.592	.	vgos	0.408	-0.094	wind_stress	0.724	-0.009
par_6	0.316	.	par_6	0.184	.	vgos	0.459	0
par_9	0.276	.	par_9	0.112	.	par_12	0.449	.
par_12	0.122	.	wind_stress	0.112	.	par_3	0.408	.
par_3	0.082	.	par_12	0.092	.	par_9	0.296	.
wind_stress	0.071	.	par_3	0.071	.	wind_speed	0.214	.
par	0.031	.	par	0.051	.	par	0.133	.
Fe	0.02	.	vgosa	0.02	.	par_6	0.102	.
AOU_WOA_clim	.	.	o2sat_WOA_clim	0.01	.	ugos	0.092	.
density_WOA_clim	.	.	ugos	0.01	.	vgosa	0.082	.
o2sat_WOA_clim	.	.	wind_speed	0.01	.	Fe	0.02	.
oxygen_WOA_clim	.	.	surface_downward_northward_stress	0.01	.	surface_downward_northward_stress	0.02	.
salinity_WOA_clim	.	.	AOU_WOA_clim	.	.	o2sat_WOA_clim	0.01	.
conductivity_WOA_clim	.	.	density_WOA_clim	.	.	sst_cruise	0.01	.
nitrate_WOA_clim	.	.	oxygen_WOA_clim	.	.	sla	0.01	.
phosphate_WOA_clim	.	.	salinity_WOA_clim	.	.	ugosa	0.01	.
silicate_WOA_clim	.	.	conductivity_WOA_clim	.	.	eastward_wind	0.01	.
sss_cruise	.	.	nitrate_WOA_clim	.	.	AOU_WOA_clim	.	.
sst_cruise	.	.	phosphate_WOA_clim	.	.	density_WOA_clim	.	.
Si	.	.	silicate_WOA_clim	.	.	oxygen_WOA_clim	.	.
NO3	.	.	sss_cruise	.	.	salinity_WOA_clim	.	.
CHL	.	.	sst_cruise	.	.	conductivity_WOA_clim	.	.
PHYC	.	.	Si	.	.	nitrate_WOA_clim	.	.
PO4	.	.	NO3	.	.	phosphate_WOA_clim	.	.
O2	.	.	CHL	.	.	silicate_WOA_clim	.	.
sst	.	.	PHYC	.	.	sss_cruise	.	.
PP	.	.	PO4	.	.	Si	.	.
vgosa	.	.	O2	.	.	NO3	.	.
sla	.	.	sst	.	.	CHL	.	.
ugosa	.	.	Fe	.	.	PHYC	.	.
ugos	.	.	PP	.	.	PO4	.	.
eastward_wind	.	.	sla	.	.	O2	.	.
surface_downward_eastward_stress	.	.	ugosa	.	.	sst	.	.
wind_speed	.	.	eastward_wind	.	.	PP	.	.
surface_downward_northward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KM1802 pico2_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.949	0.102	par_12	0.918	-0.057	par_3	0.867	0.06
par_9	0.816	0.036	par_6	0.857	-0.054	wind_stress	0.837	-0.052
par_3	0.786	0.04	vgos	0.847	-0.046	par	0.827	0.082
vgos	0.561	.	wind_stress	0.755	0.026	par_12	0.765	0.037
wind_stress	0.52	-0.001	par_3	0.622	-0.021	vgos	0.612	.
par_12	0.459	.	par_9	0.49	.	par_9	0.439	.
par	0.296	.	par	0.449	.	par_6	0.398	.
Fe	0.143	.	wind_speed	0.286	.	wind_speed	0.296	.
surface_downward_northward_stress	0.133	.	surface_downward_northward_stress	0.143	.	surface_downward_northward_stress	0.184	.
ugosa	0.102	.	ugos	0.133	.	vgosa	0.143	.
vgosa	0.092	.	vgosa	0.122	.	sla	0.122	.
o2sat_WOA_clim	0.051	.	ugosa	0.102	.	ugos	0.082	.
ugos	0.051	.	sst_cruise	0.051	.	ugosa	0.051	.
wind_speed	0.031	.	Fe	0.051	.	eastward_wind	0.031	.
AOU_WOA_clim	0.01	.	o2sat_WOA_clim	0.031	.	o2sat_WOA_clim	0.01	.
sla	0.01	.	sla	0.02	.	Fe	0.01	.
density_WOA_clim	.	.	sss_cruise	0.01	.	AOU_WOA_clim	.	.
oxygen_WOA_clim	.	.	eastward_wind	0.01	.	density_WOA_clim	.	.
salinity_WOA_clim	.	.	AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.
conductivity_WOA_clim	.	.	density_WOA_clim	.	.	salinity_WOA_clim	.	.
nitrate_WOA_clim	.	.	oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.
phosphate_WOA_clim	.	.	salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.
silicate_WOA_clim	.	.	conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.
sss_cruise	.	.	nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.
sst_cruise	.	.	phosphate_WOA_clim	.	.	sss_cruise	.	.
Si	.	.	silicate_WOA_clim	.	.	sst_cruise	.	.
NO3	.	.	Si	.	.	Si	.	.
CHL	.	.	NO3	.	.	NO3	.	.
PHYC	.	.	CHL	.	.	CHL	.	.
PO4	.	.	PHYC	.	.	PHYC	.	.
O2	.	.	PO4	.	.	PO4	.	.
sst	.	.	O2	.	.	O2	.	.
PP	.	.	sst	.	.	sst	.	.
eastward_wind	.	.	PP	.	.	PP	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KM1802 bg2

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
vgos	0.194	.	vgos	0.245	.	vgos	0.245	.
wind_stress	0.071	.	wind_stress	0.163	.	wind_stress	0.224	.
par_3	0.061	.	par_3	0.071	.	par_3	0.163	.
par_12	0.061	.	par_12	0.071	.	par_6	0.102	.
par_6	0.051	.	par_9	0.051	.	par	0.082	.
par_9	0.051	.	par	0.041	.	par_12	0.082	.
par	0.041	.	par_6	0.041	.	par_9	0.051	.
Fe	0.02	.	o2sat_WOA_clim	0.01	.	wind_speed	0.041	.
wind_speed	0.02	.	Fe	0.01	.	Fe	0.031	.
ugosa	0.01	.	vgosa	0.01	.	ugos	0.02	.
ugos	0.01	.	sla	0.01	.	ugosa	0.01	.
surface_downward_northward_stress	0.01	.	ugosa	0.01	.	surface_downward_northward_stress	0.01	.
AOU_WOA_clim	.	.	ugos	0.01	.	AOU_WOA_clim	.	.
density_WOA_clim	.	.	surface_downward_eastward_stress	0.01	.	density_WOA_clim	.	.
o2sat_WOA_clim	.	.	AOU_WOA_clim	.	.	o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.	density_WOA_clim	.	.	oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.
sss_cruise	.	.	silicate_WOA_clim	.	.	sss_cruise	.	.
sst_cruise	.	.	sss_cruise	.	.	sst_cruise	.	.
Si	.	.	sst_cruise	.	.	Si	.	.
NO3	.	.	Si	.	.	NO3	.	.
CHL	.	.	NO3	.	.	CHL	.	.
PHYC	.	.	CHL	.	.	PHYC	.	.
PO4	.	.	PHYC	.	.	PO4	.	.
O2	.	.	PO4	.	.	O2	.	.
sst	.	.	O2	.	.	sst	.	.
PP	.	.	sst	.	.	PP	.	.
vgosa	.	.	PP	.	.	vgosa	.	.
sla	.	.	eastward_wind	.	.	sla	.	.
eastward_wind	.	.	wind_speed	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_eastward_stress	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KM1802 rest2_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
vgos	0.306	.	vgos	0.367	.	wind_stress	0.745	-0.008
par_6	0.112	.	wind_stress	0.173	.	par_12	0.612	0.006
par_3	0.092	.	par_6	0.082	.	par_3	0.541	.
par_9	0.071	.	par_3	0.061	.	vgos	0.449	.
par_12	0.061	.	par_9	0.051	.	par_6	0.347	.
par	0.051	.	par_12	0.031	.	par_9	0.286	.
wind_stress	0.041	.	par	0.02	.	par	0.173	.
Fe	0.02	.	vgosa	0.02	.	wind_speed	0.173	.
wind_speed	0.02	.	wind_speed	0.02	.	ugos	0.092	.
vgosa	0.01	.	Fe	0.01	.	Fe	0.031	.
ugosa	0.01	.	AOU_WOA_clim	.	.	sla	0.02	.
surface_downward_northward_stress	0.01	.	density_WOA_clim	.	.	surface_downward_northward_stress	0.02	.
AOU_WOA_clim	.	.	o2sat_WOA_clim	.	.	vgosa	0.01	.
density_WOA_clim	.	.	oxygen_WOA_clim	.	.	ugosa	0.01	.
o2sat_WOA_clim	.	.	salinity_WOA_clim	.	.	AOU_WOA_clim	.	.
oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.	density_WOA_clim	.	.
salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.	o2sat_WOA_clim	.	.
conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.	oxygen_WOA_clim	.	.
nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.	salinity_WOA_clim	.	.
phosphate_WOA_clim	.	.	sss_cruise	.	.	conductivity_WOA_clim	.	.
silicate_WOA_clim	.	.	sst_cruise	.	.	nitrate_WOA_clim	.	.
sss_cruise	.	.	Si	.	.	phosphate_WOA_clim	.	.
sst_cruise	.	.	NO3	.	.	silicate_WOA_clim	.	.
Si	.	.	CHL	.	.	sss_cruise	.	.
NO3	.	.	PHYC	.	.	sst_cruise	.	.
CHL	.	.	PO4	.	.	Si	.	.
PHYC	.	.	O2	.	.	NO3	.	.
PO4	.	.	sst	.	.	CHL	.	.
O2	.	.	PP	.	.	PHYC	.	.
sst	.	.	sla	.	.	PO4	.	.
PP	.	.	ugosa	.	.	O2	.	.
sla	.	.	ugos	.	.	sst	.	.
ugos	.	.	eastward_wind	.	.	PP	.	.
eastward_wind	.	.	surface_downward_eastward_stress	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_eastward_stress	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KM1802 pro1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	1	0.112	par	0.929	-0.062	par_12	0.98	0.027
par_6	0.99	0.127	wind_stress	0.929	0.029	par_3	0.949	0.03
par_9	0.99	0.09	vgos	0.786	-0.028	par	0.704	-0.009
par	0.908	0.06	par_9	0.541	0.01	par_6	0.684	0.011
par_12	0.827	0.043	par_3	0.286	.	par_9	0.663	0.006
vgos	0.776	0.035	par_6	0.204	.	wind_speed	0.622	-0.029
wind_stress	0.347	.	vgosa	0.194	.	vgos	0.612	-0.007
vgosa	0.296	.	par_12	0.143	.	wind_stress	0.459	.
ugosa	0.265	.	wind_speed	0.102	.	ugos	0.388	-0.005
Fe	0.133	.	ugos	0.071	.	surface_downward_northward_stress	0.316	.
surface_downward_northward_stress	0.112	.	Fe	0.041	.	sla	0.306	.
wind_speed	0.102	.	surface_downward_northward_stress	0.041	.	Fe	0.153	.
ugos	0.071	.	o2sat_WOA_clim	0.031	.	ugosa	0.122	.
o2sat_WOA_clim	0.02	.	ugosa	0.031	.	vgosa	0.092	.
sla	0.02	.	sla	0.01	.	sst_cruise	0.082	.
density_WOA_clim	0.01	.	AOU_WOA_clim	.	.	sss	0.061	.
sss_cruise	0.01	.	density_WOA_clim	.	.	o2sat_WOA_clim	0.041	.
sst_cruise	0.01	.	oxygen_WOA_clim	.	.	eastward_wind	0.041	.
eastward_wind	0.01	.	salinity_WOA_clim	.	.	sss_cruise	0.031	.
AOU_WOA_clim	.	.	conductivity_WOA_clim	.	.	density_WOA_clim	0.01	.
oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.	phosphate_WOA_clim	0.01	.
salinity_WOA_clim	.	.	phosphate_WOA_clim	.	.	surface_downward_eastward_stress	0.01	.
conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.	AOU_WOA_clim	.	.
nitrate_WOA_clim	.	.	sss_cruise	.	.	oxygen_WOA_clim	.	.
phosphate_WOA_clim	.	.	sst_cruise	.	.	salinity_WOA_clim	.	.
silicate_WOA_clim	.	.	Si	.	.	conductivity_WOA_clim	.	.
Si	.	.	NO3	.	.	nitrate_WOA_clim	.	.
NO3	.	.	CHL	.	.	silicate_WOA_clim	.	.
CHL	.	.	PHYC	.	.	Si	.	.
PHYC	.	.	PO4	.	.	NO3	.	.
PO4	.	.	O2	.	.	CHL	.	.
O2	.	.	sst	.	.	PHYC	.	.
sst	.	.	PP	.	.	PO4	.	.
PP	.	.	eastward_wind	.	.	O2	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	sst	.	.
northward_wind	.	.	northward_wind	.	.	PP	.	.
sss	.	.	sss	.	.	northward_wind	.	.

KM1802 small

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.357	.	vgos	0.347	.	wind_stress	0.643	-0.017
par_6	0.357	.	wind_stress	0.347	.	par_12	0.561	.
vgos	0.337	.	par	0.184	.	par_3	0.49	.
par_9	0.306	.	par_9	0.133	.	vgos	0.459	0.015
wind_stress	0.194	.	par_3	0.092	.	par_6	0.337	.
par	0.173	.	par_6	0.082	.	par_9	0.327	.
par_12	0.153	.	par_12	0.041	.	par	0.245	.
ugosa	0.082	.	wind_speed	0.041	.	wind_speed	0.235	.
vgosa	0.051	.	vgosa	0.031	.	ugos	0.112	.
Fe	0.02	.	AOU_WOA_clim	.	.	surface_downward_northward_stress	0.092	.
wind_speed	0.01	.	density_WOA_clim	.	.	Fe	0.071	.
surface_downward_northward_stress	0.01	.	o2sat_WOA_clim	.	.	sla	0.051	.
AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.	vgosa	0.031	.
density_WOA_clim	.	.	salinity_WOA_clim	.	.	ugosa	0.031	.
o2sat_WOA_clim	.	.	conductivity_WOA_clim	.	.	eastward_wind	0.02	.
oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.	o2sat_WOA_clim	0.01	.
salinity_WOA_clim	.	.	phosphate_WOA_clim	.	.	sst_cruise	0.01	.
conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.	AOU_WOA_clim	.	.
nitrate_WOA_clim	.	.	sss_cruise	.	.	density_WOA_clim	.	.
phosphate_WOA_clim	.	.	sst_cruise	.	.	oxygen_WOA_clim	.	.
silicate_WOA_clim	.	.	Si	.	.	salinity_WOA_clim	.	.
sss_cruise	.	.	NO3	.	.	conductivity_WOA_clim	.	.
sst_cruise	.	.	CHL	.	.	nitrate_WOA_clim	.	.
Si	.	.	PHYC	.	.	phosphate_WOA_clim	.	.
NO3	.	.	PO4	.	.	silicate_WOA_clim	.	.
CHL	.	.	O2	.	.	sss_cruise	.	.
PHYC	.	.	sst	.	.	Si	.	.
PO4	.	.	Fe	.	.	NO3	.	.
O2	.	.	PP	.	.	CHL	.	.
sst	.	.	sla	.	.	PHYC	.	.
PP	.	.	ugosa	.	.	PO4	.	.
sla	.	.	ugos	.	.	O2	.	.
ugos	.	.	eastward_wind	.	.	sst	.	.
eastward_wind	.	.	surface_downward_eastward_stress	.	.	PP	.	.
surface_downward_eastward_stress	.	.	surface_downward_northward_stress	.	.	surface_downward_eastward_stress	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1803 pico2_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.608	.	par	0.969	-0.137	par	0.969	0.082
par	0.495	.	par_3	0.928	-0.127	par_6	0.639	-0.05
par_6	0.474	.	par_9	0.639	-0.059	par_9	0.577	-0.044
par_12	0.433	.	par_12	0.567	-0.04	surface_downward_northward_stress	0.34	0.018
par_9	0.392	0.022	vgosa	0.505	-0.07	vgosa	0.289	0.049
surface_downward_northward_stress	0.247	0.003	surface_downward_northward_stress	0.33	-0.018	par_12	0.258	-0.003
ugos	0.237	0.04	par_6	0.247	.	par_3	0.206	.
vgosa	0.216	.	sss	0.082	.	sss	0.082	.
ugosa	0.206	0.057	wind_speed	0.072	.	wind_stress	0.052	.
Fe	0.103	.	Fe	0.052	.	ugos	0.041	.
wind_stress	0.052	.	ugos	0.031	.	density_WOA_clim	0.021	.
density_WOA_clim	0.021	.	wind_stress	0.031	.	Fe	0.021	.
wind_speed	0.021	.	ugosa	0.021	.	wind_speed	0.01	.
sss_cruise	0.01	.	density_WOA_clim	0.01	.	AOU_WOA_clim	.	.
sst_cruise	0.01	.	sst_cruise	0.01	.	o2sat_WOA_clim	.	.
northward_wind	0.01	.	AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.
AOU_WOA_clim	.	.	o2sat_WOA_clim	.	.	salinity_WOA_clim	.	.
o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.
oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.
salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.
conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.
nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.	sss_cruise	.	.
phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.	sst_cruise	.	.
silicate_WOA_clim	.	.	sss_cruise	.	.	Si	.	.
Si	.	.	Si	.	.	NO3	.	.
NO3	.	.	NO3	.	.	CHL	.	.
CHL	.	.	CHL	.	.	PHYC	.	.
PHYC	.	.	PHYC	.	.	PO4	.	.
PO4	.	.	PO4	.	.	O2	.	.
O2	.	.	O2	.	.	sst	.	.
sst	.	.	sst	.	.	PP	.	.
PP	.	.	PP	.	.	vgos	.	.
vgos	.	.	vgos	.	.	sla	.	.
sla	.	.	sla	.	.	ugosa	.	.
eastward_wind	.	.	eastward_wind	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
sss	.	.	northward_wind	.	.	northward_wind	.	.

KOK1803 rest1_1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_12	0.536	-0.053	par	0.155	-0.015	par	0.082	.
par_3	0.299	.	par_12	0.103	.	par_3	0.041	.
par_9	0.268	-0.012	par_3	0.072	.	par_6	0.041	.
par	0.155	.	wind_speed	0.052	.	par_12	0.031	.
par_6	0.144	.	par_6	0.041	.	par_9	0.021	.
surface_downward_northward_stress	0.113	.	par_9	0.031	.	wind_speed	0.021	.
Fe	0.072	.	surface_downward_northward_stress	0.021	.	surface_downward_northward_stress	0.021	.
ugosa	0.062	.	Fe	0.01	.	wind_stress	0.01	.
vgosa	0.052	.	vgosa	0.01	.	AOU_WOA_clim	.	.
ugos	0.031	.	ugos	0.01	.	density_WOA_clim	.	.
wind_stress	0.01	.	AOU_WOA_clim	.	.	o2sat_WOA_clim	.	.
AOU_WOA_clim	.	.	density_WOA_clim	.	.	oxygen_WOA_clim	.	.
density_WOA_clim	.	.	o2sat_WOA_clim	.	.	salinity_WOA_clim	.	.
o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.
oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.
salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.
conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.
nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.	sss_cruise	.	.
phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.	sst_cruise	.	.
silicate_WOA_clim	.	.	sss_cruise	.	.	Si	.	.
sss_cruise	.	.	sst_cruise	.	.	NO3	.	.
sst_cruise	.	.	Si	.	.	CHL	.	.
Si	.	.	NO3	.	.	PHYC	.	.
NO3	.	.	CHL	.	.	PO4	.	.
CHL	.	.	PHYC	.	.	O2	.	.
PHYC	.	.	PO4	.	.	sst	.	.
PO4	.	.	O2	.	.	Fe	.	.
O2	.	.	sst	.	.	PP	.	.
sst	.	.	PP	.	.	vgosa	.	.
PP	.	.	vgos	.	.	vgos	.	.
vgos	.	.	sla	.	.	sla	.	.
sla	.	.	ugosa	.	.	ugosa	.	.
eastward_wind	.	.	wind_stress	.	.	ugos	.	.
surface_downward_eastward_stress	.	.	eastward_wind	.	.	eastward_wind	.	.
wind_speed	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1803 pico1_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.299	0.008	par	0.526	-0.071	par	0.443	0.006
par_6	0.268	.	par_3	0.454	-0.095	par_9	0.237	.
par_9	0.165	.	par_6	0.175	.	par_6	0.165	.
par	0.072	.	par_9	0.052	.	par_3	0.103	.
par_12	0.021	.	par_12	0.052	.	par_12	0.082	.
Fe	0.021	.	ugosa	0.031	.	surface_downward_northward_stress	0.031	.
vgosa	0.01	.	Fe	0.021	.	wind_speed	0.01	.
wind_stress	0.01	.	vgosa	0.01	.	AOU_WOA_clim	.	.
AOU_WOA_clim	.	.	ugos	0.01	.	density_WOA_clim	.	.
density_WOA_clim	.	.	surface_downward_northward_stress	0.01	.	o2sat_WOA_clim	.	.
o2sat_WOA_clim	.	.	AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.
oxygen_WOA_clim	.	.	density_WOA_clim	.	.	salinity_WOA_clim	.	.
salinity_WOA_clim	.	.	o2sat_WOA_clim	.	.	conductivity_WOA_clim	.	.
conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.
nitrate_WOA_clim	.	.	salinity_WOA_clim	.	.	phosphate_WOA_clim	.	.
phosphate_WOA_clim	.	.	conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.
silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.	sss_cruise	.	.
sss_cruise	.	.	phosphate_WOA_clim	.	.	sst_cruise	.	.
sst_cruise	.	.	silicate_WOA_clim	.	.	Si	.	.
Si	.	.	sss_cruise	.	.	NO3	.	.
NO3	.	.	sst_cruise	.	.	CHL	.	.
CHL	.	.	Si	.	.	PHYC	.	.
PHYC	.	.	NO3	.	.	PO4	.	.
PO4	.	.	CHL	.	.	O2	.	.
O2	.	.	PHYC	.	.	sst	.	.
sst	.	.	PO4	.	.	Fe	.	.
PP	.	.	O2	.	.	PP	.	.
vgos	.	.	sst	.	.	vgosa	.	.
sla	.	.	PP	.	.	vgos	.	.
ugosa	.	.	vgos	.	.	sla	.	.
ugos	.	.	sla	.	.	ugosa	.	.
eastward_wind	.	.	wind_stress	.	.	ugos	.	.
surface_downward_eastward_stress	.	.	eastward_wind	.	.	wind_stress	.	.
wind_speed	.	.	surface_downward_eastward_stress	.	.	eastward_wind	.	.
surface_downward_northward_stress	.	.	wind_speed	.	.	surface_downward_eastward_stress	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1803 bead

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_12	0.299	.	par_3	0.268	.	par	0.237	.
par_3	0.268	.	par	0.237	.	par_6	0.134	.
par_9	0.237	.	par_9	0.155	.	surface_downward_northward_stress	0.062	.
par_6	0.216	.	par_6	0.103	.	par_9	0.052	.
par	0.134	.	par_12	0.093	.	par_12	0.052	.
surface_downward_northward_stress	0.072	.	vgosa	0.062	.	par_3	0.041	.
Fe	0.062	.	surface_downward_northward_stress	0.052	.	vgosa	0.021	.
vgosa	0.052	.	sss	0.01	.	sss	0.021	.
ugosa	0.021	.	AOU_WOA_clim	.	.	density_WOA_clim	0.01	.
ugos	0.021	.	density_WOA_clim	.	.	AOU_WOA_clim	.	.
wind_stress	0.021	.	o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.
wind_speed	0.021	.	oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.
AOU_WOA_clim	.	.	salinity_WOA_clim	.	.	salinity_WOA_clim	.	.
density_WOA_clim	.	.	conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.
o2sat_WOA_clim	.	.	nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.
oxygen_WOA_clim	.	.	phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.
salinity_WOA_clim	.	.	silicate_WOA_clim	.	.	silicate_WOA_clim	.	.
conductivity_WOA_clim	.	.	sss_cruise	.	.	sss_cruise	.	.
nitrate_WOA_clim	.	.	sst_cruise	.	.	sst_cruise	.	.
phosphate_WOA_clim	.	.	Si	.	.	Si	.	.
silicate_WOA_clim	.	.	NO3	.	.	NO3	.	.
sss_cruise	.	.	CHL	.	.	CHL	.	.
sst_cruise	.	.	PHYC	.	.	PHYC	.	.
Si	.	.	PO4	.	.	PO4	.	.
NO3	.	.	O2	.	.	O2	.	.
CHL	.	.	sst	.	.	sst	.	.
PHYC	.	.	Fe	.	.	Fe	.	.
PO4	.	.	PP	.	.	PP	.	.
O2	.	.	vgos	.	.	vgos	.	.
sst	.	.	sla	.	.	sla	.	.
PP	.	.	ugosa	.	.	ugosa	.	.
vgos	.	.	ugos	.	.	ugos	.	.
sla	.	.	wind_stress	.	.	wind_stress	.	.
eastward_wind	.	.	eastward_wind	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
northward_wind	.	.	wind_speed	.	.	wind_speed	.	.
sss	.	.	northward_wind	.	.	northward_wind	.	.

KOK1803 syn

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.588	0.085	par	0.495	-0.086	par_9	0.278	.
par_6	0.526	0.08	par_3	0.247	-0.002	par	0.144	.
par_9	0.206	0.007	par_6	0.113	.	par_6	0.144	.
par	0.124	.	par_9	0.072	.	par_3	0.113	.
par_12	0.062	.	vgosa	0.072	.	par_12	0.093	.
wind_stress	0.021	.	par_12	0.062	.	vgosa	0.031	.
surface_downward_northward_stress	0.021	.	surface_downward_northward_stress	0.062	.	surface_downward_northward_stress	0.031	.
Fe	0.01	.	sss	0.021	.	ugos	0.021	.
ugosa	0.01	.	Fe	0.01	.	Fe	0.01	.
AOU_WOA_clim	.	.	ugosa	0.01	.	ugosa	0.01	.
density_WOA_clim	.	.	ugos	0.01	.	AOU_WOA_clim	.	.
o2sat_WOA_clim	.	.	AOU_WOA_clim	.	.	density_WOA_clim	.	.
oxygen_WOA_clim	.	.	density_WOA_clim	.	.	o2sat_WOA_clim	.	.
salinity_WOA_clim	.	.	o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.
conductivity_WOA_clim	.	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
nitrate_WOA_clim	.	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
phosphate_WOA_clim	.	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
silicate_WOA_clim	.	.	nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.
sss_cruise	.	.	phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.
sst_cruise	.	.	silicate_WOA_clim	.	.	sss_cruise	.	.
Si	.	.	sss_cruise	.	.	sst_cruise	.	.
NO3	.	.	sst_cruise	.	.	Si	.	.
CHL	.	.	Si	.	.	NO3	.	.
PHYC	.	.	NO3	.	.	CHL	.	.
PO4	.	.	CHL	.	.	PHYC	.	.
O2	.	.	PHYC	.	.	PO4	.	.
sst	.	.	PO4	.	.	O2	.	.
PP	.	.	O2	.	.	sst	.	.
vgosa	.	.	sst	.	.	PP	.	.
vgos	.	.	PP	.	.	vgos	.	.
sla	.	.	vgos	.	.	sla	.	.
ugos	.	.	sla	.	.	wind_stress	.	.
eastward_wind	.	.	wind_stress	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	eastward_wind	.	.	surface_downward_eastward_stress	.	.
wind_speed	.	.	surface_downward_eastward_stress	.	.	wind_speed	.	.
northward_wind	.	.	wind_speed	.	.	northward_wind	.	.
sss	.	.	northward_wind	.	.	sss	.	.

KOK1803 bg1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_12	0.082	.	par_3	0.082	.	par	0.082	.
par	0.052	.	par	0.031	.	par_9	0.021	.
par_6	0.052	.	par_9	0.021	.	par_12	0.021	.
par_9	0.052	.	par_6	0.01	.	surface_downward_northward_stress	0.021	.
par_3	0.031	.	vgosa	0.01	.	AOU_WOA_clim	.	.
Fe	0.01	.	AOU_WOA_clim	.	.	density_WOA_clim	.	.
surface_downward_northward_stress	0.01	.	density_WOA_clim	.	.	o2sat_WOA_clim	.	.
AOU_WOA_clim	.	.	o2sat_WOA_clim	.	.	oxygen_WOA_clim	.	.
density_WOA_clim	.	.	oxygen_WOA_clim	.	.	salinity_WOA_clim	.	.
o2sat_WOA_clim	.	.	salinity_WOA_clim	.	.	conductivity_WOA_clim	.	.
oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.	nitrate_WOA_clim	.	.
salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.	phosphate_WOA_clim	.	.
conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.	silicate_WOA_clim	.	.
nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.	sss_cruise	.	.
phosphate_WOA_clim	.	.	sss_cruise	.	.	sst_cruise	.	.
silicate_WOA_clim	.	.	sst_cruise	.	.	par_3	.	.
sss_cruise	.	.	par_12	.	.	par_6	.	.
sst_cruise	.	.	Si	.	.	Si	.	.
Si	.	.	NO3	.	.	NO3	.	.
NO3	.	.	CHL	.	.	CHL	.	.
CHL	.	.	PHYC	.	.	PHYC	.	.
PHYC	.	.	PO4	.	.	PO4	.	.
PO4	.	.	O2	.	.	O2	.	.
O2	.	.	sst	.	.	sst	.	.
sst	.	.	Fe	.	.	Fe	.	.
PP	.	.	PP	.	.	PP	.	.
vgosa	.	.	vgos	.	.	vgosa	.	.
vgos	.	.	sla	.	.	vgos	.	.
sla	.	.	ugosa	.	.	sla	.	.
ugosa	.	.	ugos	.	.	ugosa	.	.
ugos	.	.	wind_stress	.	.	ugos	.	.
wind_stress	.	.	eastward_wind	.	.	wind_stress	.	.
eastward_wind	.	.	surface_downward_eastward_stress	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	wind_speed	.	.	surface_downward_eastward_stress	.	.
wind_speed	.	.	surface_downward_northward_stress	.	.	wind_speed	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1803 small

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.464	0.1	par_9	0.155	.	surface_downward_northward_stress	0.392	-0.012
par_3	0.443	0.032	par	0.144	.	par	0.175	.
par_9	0.175	.	par_6	0.144	.	par_3	0.124	.
par	0.103	.	par_3	0.082	.	wind_stress	0.082	.
par_12	0.052	.	par_12	0.041	.	vgosa	0.072	.
surface_downward_northward_stress	0.021	.	vgosa	0.021	.	par_6	0.062	.
Fe	0.01	.	surface_downward_northward_stress	0.021	.	par_9	0.052	.
wind_speed	0.01	.	wind_stress	0.01	.	Fe	0.052	.
AOU_WOA_clim	.	.	AOU_WOA_clim	.	.	par_12	0.021	.
density_WOA_clim	.	.	density_WOA_clim	.	.	AOU_WOA_clim	.	.
o2sat_WOA_clim	.	.	o2sat_WOA_clim	.	.	density_WOA_clim	.	.
oxygen_WOA_clim	.	.	oxygen_WOA_clim	.	.	o2sat_WOA_clim	.	.
salinity_WOA_clim	.	.	salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.
conductivity_WOA_clim	.	.	conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.
nitrate_WOA_clim	.	.	nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.
phosphate_WOA_clim	.	.	phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.
silicate_WOA_clim	.	.	silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.
sss_cruise	.	.	sss_cruise	.	.	silicate_WOA_clim	.	.
sst_cruise	.	.	sst_cruise	.	.	sss_cruise	.	.
Si	.	.	Si	.	.	sst_cruise	.	.
NO3	.	.	NO3	.	.	Si	.	.
CHL	.	.	CHL	.	.	NO3	.	.
PHYC	.	.	PHYC	.	.	CHL	.	.
PO4	.	.	PO4	.	.	PHYC	.	.
O2	.	.	O2	.	.	PO4	.	.
sst	.	.	sst	.	.	O2	.	.
PP	.	.	Fe	.	.	sst	.	.
vgosa	.	.	PP	.	.	PP	.	.
vgos	.	.	vgos	.	.	vgos	.	.
sla	.	.	sla	.	.	sla	.	.
ugosa	.	.	ugosa	.	.	ugosa	.	.
ugos	.	.	ugos	.	.	ugos	.	.
wind_stress	.	.	eastward_wind	.	.	eastward_wind	.	.
eastward_wind	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
surface_downward_eastward_stress	.	.	wind_speed	.	.	wind_speed	.	.
northward_wind	.	.	northward_wind	.	.	northward_wind	.	.
sss	.	.	sss	.	.	sss	.	.

KOK1803 pro2

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.99	0.115	par	0.959	-0.131	surface_downward_northward_stress	0.897	-0.013
par	0.938	0.08	par_3	0.959	-0.064	Fe	0.443	.
par_9	0.907	0.115	vgosa	0.598	-0.059	par_6	0.34	.
par_3	0.887	0.097	par_9	0.392	.	wind_stress	0.289	.
vgosa	0.588	-0.074	par_12	0.392	.	vgosa	0.278	.
par_12	0.526	.	surface_downward_northward_stress	0.309	.	par_9	0.237	.
surface_downward_northward_stress	0.526	-0.005	par_6	0.227	.	par	0.124	.
Fe	0.247	-0.034	Fe	0.206	.	par_3	0.103	.
ugos	0.247	0.015	wind_speed	0.134	.	par_12	0.072	.
wind_speed	0.216	.	ugos	0.052	.	ugosa	0.031	.
ugosa	0.165	.	density_WOA_clim	0.01	.	ugos	0.021	.
sss	0.093	.	sss_cruise	0.01	.	wind_speed	0.021	.
sss_cruise	0.062	.	sst_cruise	0.01	.	sss	0.01	.
sst_cruise	0.052	.	ugosa	0.01	.	AOU_WOA_clim	.	.
wind_stress	0.031	.	wind_stress	0.01	.	density_WOA_clim	.	.
density_WOA_clim	0.021	.	sss	0.01	.	o2sat_WOA_clim	.	.
northward_wind	0.021	.	AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.
eastward_wind	0.01	.	o2sat_WOA_clim	.	.	salinity_WOA_clim	.	.
AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.
o2sat_WOA_clim	.	.	salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.
oxygen_WOA_clim	.	.	conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.
salinity_WOA_clim	.	.	nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.
conductivity_WOA_clim	.	.	phosphate_WOA_clim	.	.	sss_cruise	.	.
nitrate_WOA_clim	.	.	silicate_WOA_clim	.	.	sst_cruise	.	.
phosphate_WOA_clim	.	.	Si	.	.	Si	.	.
silicate_WOA_clim	.	.	NO3	.	.	NO3	.	.
Si	.	.	CHL	.	.	CHL	.	.
NO3	.	.	PHYC	.	.	PHYC	.	.
CHL	.	.	PO4	.	.	PO4	.	.
PHYC	.	.	O2	.	.	O2	.	.
PO4	.	.	sst	.	.	sst	.	.
O2	.	.	PP	.	.	PP	.	.
sst	.	.	vgos	.	.	vgos	.	.
PP	.	.	sla	.	.	sla	.	.
vgos	.	.	eastward_wind	.	.	eastward_wind	.	.
sla	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
surface_downward_eastward_stress	.	.	northward_wind	.	.	northward_wind	.	.

KOK1803 rest2_

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_3	0.062	.	par_3	0.144	.	par	0.237	0.004
par_6	0.041	.	par	0.072	.	par_3	0.165	0.001
par_12	0.021	.	par_9	0.062	.	wind_stress	0.093	.
surface_downward_northward_stress	0.021	.	par_6	0.031	.	surface_downward_northward_stress	0.072	.
AOU_WOA_clim	.	.	par_12	0.021	.	vgosa	0.052	.
density_WOA_clim	.	.	vgosa	0.01	.	par_6	0.041	.
o2sat_WOA_clim	.	.	sss	0.01	.	par_9	0.041	.
oxygen_WOA_clim	.	.	AOU_WOA_clim	.	.	par_12	0.021	.
salinity_WOA_clim	.	.	density_WOA_clim	.	.	AOU_WOA_clim	.	.
conductivity_WOA_clim	.	.	o2sat_WOA_clim	.	.	density_WOA_clim	.	.
nitrate_WOA_clim	.	.	oxygen_WOA_clim	.	.	o2sat_WOA_clim	.	.
phosphate_WOA_clim	.	.	salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.
silicate_WOA_clim	.	.	conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.
sss_cruise	.	.	nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.
sst_cruise	.	.	phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.
par	.	.	silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.
par_9	.	.	sss_cruise	.	.	silicate_WOA_clim	.	.
Si	.	.	sst_cruise	.	.	sss_cruise	.	.
NO3	.	.	Si	.	.	sst_cruise	.	.
CHL	.	.	NO3	.	.	Si	.	.
PHYC	.	.	CHL	.	.	NO3	.	.
PO4	.	.	PHYC	.	.	CHL	.	.
O2	.	.	PO4	.	.	PHYC	.	.
sst	.	.	O2	.	.	PO4	.	.
Fe	.	.	sst	.	.	O2	.	.
PP	.	.	Fe	.	.	sst	.	.
vgosa	.	.	PP	.	.	Fe	.	.
vgos	.	.	vgos	.	.	PP	.	.
sla	.	.	sla	.	.	vgos	.	.
ugosa	.	.	ugosa	.	.	sla	.	.
ugos	.	.	ugos	.	.	ugosa	.	.
wind_stress	.	.	wind_stress	.	.	ugos	.	.
eastward_wind	.	.	eastward_wind	.	.	eastward_wind	.	.
surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
wind_speed	.	.	wind_speed	.	.	wind_speed	.	.
northward_wind	.	.	surface_downward_northward_stress	.	.	northward_wind	.	.
sss	.	.	northward_wind	.	.	sss	.	.

KOK1803 pro1

beta coefficients

variable	diam_stab	diam_est	variable	chl_stab	chl_est	variable	pe_stab	pe_est
par_6	0.33	0.177	par_3	0.289	-0.108	par	0.186	.
par_3	0.32	0.018	par	0.278	-0.126	surface_downward_northward_stress	0.155	-0.018
par_9	0.175	0.052	par_9	0.113	.	par_3	0.103	.
par	0.165	0.111	par_12	0.052	.	par_9	0.062	.
par_12	0.113	-0.004	vgosa	0.052	-0.146	par_6	0.052	.
Fe	0.052	.	Fe	0.041	.	wind_stress	0.052	.
vgosa	0.041	-0.152	par_6	0.031	.	Fe	0.041	.
surface_downward_northward_stress	0.041	.	wind_speed	0.031	.	vgosa	0.031	.
ugos	0.031	.	surface_downward_northward_stress	0.021	.	ugos	0.01	.
wind_speed	0.021	.	sss	0.01	.	wind_speed	0.01	.
sst_cruise	0.01	.	AOU_WOA_clim	.	.	sss	0.01	.
ugosa	0.01	.	density_WOA_clim	.	.	AOU_WOA_clim	.	.
wind_stress	0.01	.	o2sat_WOA_clim	.	.	density_WOA_clim	.	.
AOU_WOA_clim	.	.	oxygen_WOA_clim	.	.	o2sat_WOA_clim	.	.
density_WOA_clim	.	.	salinity_WOA_clim	.	.	oxygen_WOA_clim	.	.
o2sat_WOA_clim	.	.	conductivity_WOA_clim	.	.	salinity_WOA_clim	.	.
oxygen_WOA_clim	.	.	nitrate_WOA_clim	.	.	conductivity_WOA_clim	.	.
salinity_WOA_clim	.	.	phosphate_WOA_clim	.	.	nitrate_WOA_clim	.	.
conductivity_WOA_clim	.	.	silicate_WOA_clim	.	.	phosphate_WOA_clim	.	.
nitrate_WOA_clim	.	.	sss_cruise	.	.	silicate_WOA_clim	.	.
phosphate_WOA_clim	.	.	sst_cruise	.	.	sss_cruise	.	.
silicate_WOA_clim	.	.	Si	.	.	sst_cruise	.	.
sss_cruise	.	.	NO3	.	.	par_12	.	.
Si	.	.	CHL	.	.	Si	.	.
NO3	.	.	PHYC	.	.	NO3	.	.
CHL	.	.	PO4	.	.	CHL	.	.
PHYC	.	.	O2	.	.	PHYC	.	.
PO4	.	.	sst	.	.	PO4	.	.
O2	.	.	PP	.	.	O2	.	.
sst	.	.	vgos	.	.	sst	.	.
PP	.	.	sla	.	.	PP	.	.
vgos	.	.	ugosa	.	.	vgos	.	.
sla	.	.	ugos	.	.	sla	.	.
eastward_wind	.	.	wind_stress	.	.	ugosa	.	.
surface_downward_eastward_stress	.	.	eastward_wind	.	.	eastward_wind	.	.
northward_wind	.	.	surface_downward_eastward_stress	.	.	surface_downward_eastward_stress	.	.
sss	.	.	northward_wind	.	.	northward_wind	.	.

Alpha coefficients and stability

numclust = 10
for(cruise_id in all_cruise_id){

  ## Read in the summary over all subsampled models.
  filename = paste0(cruise_id, "-grand-summary.RDS")
  summarydir = file.path(outputdir, cruise_id, "summaries")
  if(!file.exists(file.path(summarydir, filename))) next
  obj = readRDS(file = file.path(summarydir, filename))

  ## Cluster labels
  one_mapmat_long = mapmat_long %>% filter(cruise_id == !!(cruise_id)) %>% arrange(value) %>% na.omit()
  stopifnot((one_mapmat_long %>% pull(value)) == (1:10))
  cluster_labels = one_mapmat_long %>% pull(name)

  for(iclust in 1:numclust){
    ## cat("###", cruise_id, paste0("clust-", iclust))
    cat("###", cruise_id, cluster_labels[iclust])
    
    ## Obtain and combine coefficient estimates and stability estimates
    pipeline = function(a, varname){
      a %>% as.data.frame() %>%  magrittr::set_colnames(varname) %>% 
        tibble::rownames_to_column(var="variable")  %>% as_tibble()
    }
    stab = obj$alpha_freq[,iclust] %>% pipeline("stab")
    coef = obj$orig$alpha[iclust,] %>% pipeline("est")
    combined = full_join(stab, coef) %>% arrange(-stab)
    
    ## Sparsify
    combined = combined %>% mutate(stab = print_sparsify(stab),
                                   est = print_sparsify(est)) %>%
      filter(variable != "intp") 
    
    ## Kable-ify
    combined %>% kable(caption="alpha coefficients") %>% print()
    cat(fill = TRUE)
  } 
}

KM1508 bead

alpha coefficients

variable	stab	est
par	0.75	0.081
par_6	0.69	-0.066
sst	0.55	-1.41
surface_downward_eastward_stress	0.34	0.044
ugosa	0.27	-0.017
sss	0.27	.
oxygen_WOA_clim	0.26	.
par_9	0.23	.
par_12	0.16	.
par_3	0.12	.
phosphate_WOA_clim	0.11	.
Si	0.11	.
sss_cruise	0.1	.
vgosa	0.1	0.06
sst_cruise	0.07	.
Fe	0.07	.
vgos	0.06	.
northward_wind	0.06	.
PO4	0.04	.
density_WOA_clim	0.02	.
salinity_WOA_clim	0.02	.
silicate_WOA_clim	0.02	.
O2	0.02	.
eastward_wind	0.02	-0.11
surface_downward_northward_stress	0.02	.
nitrate_WOA_clim	0.01	.
PHYC	0.01	.
sla	0.01	.
ugos	0.01	.
AOU_WOA_clim	.	.
o2sat_WOA_clim	.	.
conductivity_WOA_clim	.	.
NO3	.	.
CHL	.	.
PP	.	.
wind_stress	.	.
wind_speed	.	.

KM1508 pico2_1

alpha coefficients

variable	stab	est
sss_cruise	0.92	1.137
par	0.92	0.157
par_3	0.92	0.178
par_6	0.91	0.146
par_9	0.9	0.149
northward_wind	0.81	-0.344
sss	0.69	0.609
sst	0.68	.
Fe	0.67	0.06
par_12	0.51	0.026
phosphate_WOA_clim	0.47	.
ugosa	0.45	.
surface_downward_eastward_stress	0.43	.
O2	0.4	4.44
sst_cruise	0.38	0.85
eastward_wind	0.32	0.042
ugos	0.3	-0.042
Si	0.28	.
PO4	0.24	-1.182
vgosa	0.22	0
vgos	0.17	0
silicate_WOA_clim	0.16	.
CHL	0.15	-12.679
oxygen_WOA_clim	0.1	-0.8
density_WOA_clim	0.04	.
salinity_WOA_clim	0.04	.
AOU_WOA_clim	0.03	.
PHYC	0.03	17.307
sla	0.03	.
surface_downward_northward_stress	0.03	.
nitrate_WOA_clim	0.02	.
wind_speed	0.02	.
o2sat_WOA_clim	0.01	.
conductivity_WOA_clim	0.01	.
PP	0.01	.
wind_stress	0.01	.
NO3	.	.

KM1508 bg1

alpha coefficients

variable	stab	est
par	0.53	-0.241
sss_cruise	0.46	-0.733
par_9	0.4	-0.01
Fe	0.4	.
surface_downward_eastward_stress	0.37	0.169
par_3	0.36	-0.12
northward_wind	0.35	-0.209
par_6	0.32	.
Si	0.31	.
par_12	0.29	-0.016
ugosa	0.24	-0.082
sss	0.22	0.017
phosphate_WOA_clim	0.21	.
sst_cruise	0.18	.
eastward_wind	0.18	.
oxygen_WOA_clim	0.17	.
sst	0.14	.
ugos	0.1	.
PP	0.09	.
vgosa	0.08	.
vgos	0.08	-0.011
O2	0.07	.
density_WOA_clim	0.06	.
nitrate_WOA_clim	0.06	-2.974
PO4	0.05	.
PHYC	0.04	.
salinity_WOA_clim	0.02	.
conductivity_WOA_clim	0.02	.
silicate_WOA_clim	0.02	.
CHL	0.02	.
sla	0.02	-0.189
AOU_WOA_clim	0.01	-0.279
o2sat_WOA_clim	.	.
NO3	.	.
wind_stress	.	.
wind_speed	.	.
surface_downward_northward_stress	.	.

KM1508 rest1_1

alpha coefficients

variable	stab	est
surface_downward_eastward_stress	0.76	0.168
northward_wind	0.75	-0.348
sss_cruise	0.67	.
par	0.63	0.016
Si	0.57	-6.066
ugosa	0.51	.
par_9	0.47	0.07
Fe	0.45	0.053
par_3	0.4	.
par_12	0.39	-0.025
phosphate_WOA_clim	0.34	0.119
par_6	0.29	0.003
sst	0.28	-0.163
sss	0.2	.
PHYC	0.15	0.653
ugos	0.13	.
eastward_wind	0.13	.
sla	0.09	.
sst_cruise	0.07	.
silicate_WOA_clim	0.06	.
vgosa	0.05	.
vgos	0.04	.
AOU_WOA_clim	0.03	.
oxygen_WOA_clim	0.03	.
PO4	0.03	.
nitrate_WOA_clim	0.02	.
surface_downward_northward_stress	0.02	.
o2sat_WOA_clim	0.01	.
CHL	0.01	.
density_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
NO3	.	.
O2	.	.
PP	.	.
wind_stress	.	.
wind_speed	.	.

KM1508 bg2

alpha coefficients

variable	stab	est
sss_cruise	0.6	1.169
par_6	0.55	-0.045
par_3	0.34	-0.006
par_12	0.34	.
par	0.31	-0.016
Si	0.29	6.512
par_9	0.22	.
northward_wind	0.2	.
Fe	0.18	.
eastward_wind	0.17	.
sst_cruise	0.16	.
sla	0.16	.
ugos	0.15	.
PO4	0.14	0.719
vgos	0.14	.
phosphate_WOA_clim	0.13	.
sst	0.13	.
vgosa	0.13	.
surface_downward_eastward_stress	0.12	-0.661
ugosa	0.11	0.057
oxygen_WOA_clim	0.1	.
sss	0.1	.
wind_stress	0.08	0.026
O2	0.07	1.293
nitrate_WOA_clim	0.05	.
density_WOA_clim	0.04	.
PHYC	0.04	.
PP	0.04	.
salinity_WOA_clim	0.03	.
AOU_WOA_clim	0.01	.
silicate_WOA_clim	0.01	.
CHL	0.01	.
wind_speed	0.01	.
surface_downward_northward_stress	0.01	.
o2sat_WOA_clim	.	.
conductivity_WOA_clim	.	.
NO3	.	.

KM1508 pico1_

alpha coefficients

variable	stab	est
par_9	0.83	-0.117
par_6	0.81	-0.144
par	0.8	-0.287
surface_downward_eastward_stress	0.63	-3.16
sss	0.63	-0.123
sst_cruise	0.59	-4.989
par_3	0.57	-0.022
ugosa	0.56	0.118
par_12	0.41	.
sss_cruise	0.39	-1.476
sst	0.34	3.325
eastward_wind	0.27	1.185
Fe	0.26	0.113
Si	0.25	.
phosphate_WOA_clim	0.22	-1.505
vgosa	0.21	.
PP	0.2	1.225
northward_wind	0.14	.
oxygen_WOA_clim	0.11	-1.426
ugos	0.09	.
density_WOA_clim	0.08	.
silicate_WOA_clim	0.08	.
PHYC	0.08	.
vgos	0.08	.
PO4	0.06	.
wind_stress	0.06	.
O2	0.05	.
salinity_WOA_clim	0.02	.
nitrate_WOA_clim	0.02	.
CHL	0.02	.
surface_downward_northward_stress	0.02	.
AOU_WOA_clim	0.01	.
conductivity_WOA_clim	0.01	.
o2sat_WOA_clim	.	.
NO3	.	.
sla	.	.
wind_speed	.	.

KM1508 syn

alpha coefficients

variable	stab	est
sst	0.79	6.346
sss	0.71	-0.239
vgosa	0.55	-0.187
sss_cruise	0.52	-2.018
par_9	0.5	.
par	0.49	0.034
surface_downward_eastward_stress	0.44	-2.072
par_3	0.4	0.088
par_6	0.35	0.125
par_12	0.34	0.008
sst_cruise	0.33	-5.502
Fe	0.33	0.115
vgos	0.31	.
ugos	0.3	.
PP	0.22	3.255
density_WOA_clim	0.2	-0.017
phosphate_WOA_clim	0.2	-7.423
eastward_wind	0.2	0.764
Si	0.17	.
O2	0.15	.
ugosa	0.15	.
oxygen_WOA_clim	0.14	-1.392
silicate_WOA_clim	0.07	.
CHL	0.06	.
PHYC	0.04	.
northward_wind	0.04	.
salinity_WOA_clim	0.03	-0.543
PO4	0.03	.
sla	0.02	.
AOU_WOA_clim	0.01	.
o2sat_WOA_clim	0.01	.
conductivity_WOA_clim	0.01	.
wind_stress	0.01	.
nitrate_WOA_clim	.	.
NO3	.	.
wind_speed	.	.
surface_downward_northward_stress	.	.

KM1508 rest2_

alpha coefficients

variable	stab	est
par_9	0.64	-0.011
par	0.47	-0.06
sss_cruise	0.44	0.451
par_3	0.43	0.011
par_12	0.42	-0.032
eastward_wind	0.38	-1.022
ugosa	0.33	0.103
par_6	0.32	.
northward_wind	0.28	0.111
Si	0.27	.
Fe	0.24	-0.08
sss	0.23	-0.031
sst_cruise	0.19	.
ugos	0.18	.
phosphate_WOA_clim	0.16	.
vgosa	0.14	0.006
surface_downward_eastward_stress	0.14	.
oxygen_WOA_clim	0.13	.
PO4	0.09	.
sst	0.09	.
silicate_WOA_clim	0.06	.
vgos	0.06	0.036
surface_downward_northward_stress	0.06	.
CHL	0.05	.
nitrate_WOA_clim	0.03	.
O2	0.03	-0.091
AOU_WOA_clim	0.02	.
wind_stress	0.02	.
density_WOA_clim	0.01	.
o2sat_WOA_clim	0.01	.
conductivity_WOA_clim	0.01	.
PHYC	0.01	.
PP	0.01	.
wind_speed	0.01	.
salinity_WOA_clim	.	.
NO3	.	.
sla	.	.

KM1508 small

alpha coefficients

variable	stab	est
par_3	0.91	0.16
par	0.82	0.239
sss_cruise	0.77	1.463
Si	0.74	12.306
par_6	0.73	0.132
par_9	0.71	0.15
sss	0.62	0.508
eastward_wind	0.57	-2.094
northward_wind	0.52	0.037
Fe	0.46	.
sst_cruise	0.4	1.331
ugosa	0.34	0.107
par_12	0.3	0.024
phosphate_WOA_clim	0.29	5.726
surface_downward_eastward_stress	0.25	0.422
ugos	0.23	0
surface_downward_northward_stress	0.22	0.455
vgosa	0.16	-0.168
sst	0.15	.
silicate_WOA_clim	0.12	.
CHL	0.11	16.743
PO4	0.1	1.707
PP	0.09	-6.821
PHYC	0.08	.
vgos	0.07	.
O2	0.05	.
wind_stress	0.05	.
oxygen_WOA_clim	0.04	0.161
AOU_WOA_clim	0.02	.
density_WOA_clim	0.02	.
salinity_WOA_clim	0.02	.
sla	0.02	0.009
o2sat_WOA_clim	0.01	.
nitrate_WOA_clim	0.01	.
conductivity_WOA_clim	.	.
NO3	.	.
wind_speed	.	.

KM1508 pro1

alpha coefficients

variable	stab	est
par_9	0.78	0.029
sst_cruise	0.75	1.375
Fe	0.72	-0.024
par	0.71	-0.173
northward_wind	0.67	0.196
sss_cruise	0.65	-0.458
PHYC	0.61	-53.311
par_3	0.5	-0.098
par_12	0.49	-0.045
sss	0.49	-0.527
phosphate_WOA_clim	0.43	-0.738
Si	0.43	-0.78
sst	0.39	0.276
ugosa	0.35	-0.029
PO4	0.34	.
eastward_wind	0.34	0.07
par_6	0.33	-0.071
surface_downward_eastward_stress	0.32	-1.3
ugos	0.31	.
vgosa	0.29	0.001
silicate_WOA_clim	0.22	.
oxygen_WOA_clim	0.17	1.48
nitrate_WOA_clim	0.14	.
vgos	0.14	.
AOU_WOA_clim	0.13	0.278
O2	0.12	.
density_WOA_clim	0.09	0.018
o2sat_WOA_clim	0.09	.
salinity_WOA_clim	0.08	0.079
PP	0.07	.
CHL	0.06	-3.081
surface_downward_northward_stress	0.06	.
conductivity_WOA_clim	0.04	.
sla	0.04	.
wind_stress	0.04	.
wind_speed	0.03	.
NO3	.	.

KM1512 pico4_

alpha coefficients

variable	stab	est
par_3	0.05	.
sst_cruise	0.04	.
par_6	0.03	.
sla	0.03	.
sss_cruise	0.02	.
par	0.02	.
par_9	0.02	.
eastward_wind	0.02	.
northward_wind	0.02	.
AOU_WOA_clim	0.01	.
silicate_WOA_clim	0.01	.
Si	0.01	.
CHL	0.01	.
O2	0.01	.
sst	0.01	.
vgosa	0.01	.
vgos	0.01	.
wind_stress	0.01	.
surface_downward_eastward_stress	0.01	.
surface_downward_northward_stress	0.01	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
par_12	.	.
NO3	.	.
PHYC	.	.
PO4	.	.
Fe	.	.
PP	.	.
ugosa	.	.
ugos	.	.
wind_speed	.	.
sss	.	.

KM1512 rest1_1

alpha coefficients

variable	stab	est
PO4	0.06	.
par_9	0.04	.
sss_cruise	0.03	.
par_6	0.03	.
sst	0.03	.
sst_cruise	0.02	.
Si	0.02	.
O2	0.02	.
AOU_WOA_clim	0.01	.
density_WOA_clim	0.01	.
o2sat_WOA_clim	0.01	.
oxygen_WOA_clim	0.01	.
conductivity_WOA_clim	0.01	.
nitrate_WOA_clim	0.01	.
par	0.01	.
par_12	0.01	.
CHL	0.01	.
PP	0.01	.
vgos	0.01	.
ugosa	0.01	.
eastward_wind	0.01	.
wind_speed	0.01	.
northward_wind	0.01	.
sss	0.01	.
salinity_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
par_3	.	.
NO3	.	.
PHYC	.	.
Fe	.	.
vgosa	.	.
sla	.	.
ugos	.	.
wind_stress	.	.
surface_downward_eastward_stress	.	.
surface_downward_northward_stress	.	.

KM1512 croco

alpha coefficients

variable	stab	est
sss_cruise	0.05	.
phosphate_WOA_clim	0.04	.
sst_cruise	0.04	.
AOU_WOA_clim	0.03	.
par	0.03	.
par_12	0.03	.
sss	0.03	.
o2sat_WOA_clim	0.02	.
par_9	0.02	.
Si	0.02	.
O2	0.02	.
sst	0.02	.
vgosa	0.02	.
sla	0.02	.
eastward_wind	0.02	.
density_WOA_clim	0.01	.
oxygen_WOA_clim	0.01	.
salinity_WOA_clim	0.01	.
conductivity_WOA_clim	0.01	.
par_3	0.01	.
par_6	0.01	.
PO4	0.01	.
PP	0.01	.
ugosa	0.01	.
northward_wind	0.01	.
nitrate_WOA_clim	.	.
silicate_WOA_clim	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
Fe	.	.
vgos	.	.
ugos	.	.
wind_stress	.	.
surface_downward_eastward_stress	.	.
wind_speed	.	.
surface_downward_northward_stress	.	.

KM1512 rest2_

alpha coefficients

variable	stab	est
par_6	0.04	.
par_12	0.03	.
vgos	0.03	.
sss_cruise	0.02	.
sst_cruise	0.02	.
par_3	0.02	.
par_9	0.02	.
Si	0.02	.
O2	0.02	.
sst	0.02	.
sla	0.02	.
wind_stress	0.02	.
surface_downward_northward_stress	0.02	.
AOU_WOA_clim	0.01	.
o2sat_WOA_clim	0.01	.
oxygen_WOA_clim	0.01	.
salinity_WOA_clim	0.01	.
conductivity_WOA_clim	0.01	.
nitrate_WOA_clim	0.01	.
phosphate_WOA_clim	0.01	.
par	0.01	.
PO4	0.01	.
vgosa	0.01	.
ugos	0.01	.
eastward_wind	0.01	.
surface_downward_eastward_stress	0.01	.
wind_speed	0.01	.
northward_wind	0.01	.
sss	0.01	.
density_WOA_clim	.	.
silicate_WOA_clim	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
Fe	.	.
PP	.	.
ugosa	.	.

KM1512 bg

alpha coefficients

variable	stab	est
par_6	0.03	.
par_9	0.03	.
sla	0.03	.
sss_cruise	0.02	.
par	0.02	.
ugosa	0.02	.
nitrate_WOA_clim	0.01	.
sst_cruise	0.01	.
par_3	0.01	.
par_12	0.01	.
Si	0.01	.
PHYC	0.01	.
PO4	0.01	.
O2	0.01	.
sst	0.01	.
vgosa	0.01	.
vgos	0.01	.
surface_downward_northward_stress	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
NO3	.	.
CHL	.	.
Fe	.	.
PP	.	.
ugos	.	.
wind_stress	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
wind_speed	.	.
northward_wind	.	.
sss	.	.

KM1512 bead

alpha coefficients

variable	stab	est
PHYC	0.04	.
sss_cruise	0.03	.
sst_cruise	0.03	.
sss	0.03	.
par_9	0.02	.
O2	0.02	.
sst	0.02	.
ugosa	0.02	.
salinity_WOA_clim	0.01	.
nitrate_WOA_clim	0.01	.
par	0.01	.
par_6	0.01	.
par_12	0.01	.
Si	0.01	.
PP	0.01	.
wind_speed	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
conductivity_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
par_3	.	.
NO3	.	.
CHL	.	.
PO4	.	.
Fe	.	.
vgosa	.	.
vgos	.	.
sla	.	.
ugos	.	.
wind_stress	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
surface_downward_northward_stress	.	.
northward_wind	.	.

KM1512 pico1_

alpha coefficients

variable	stab	est
sla	0.09	.
par_6	0.08	.
sst_cruise	0.07	.
par_9	0.05	.
par_12	0.04	.
sss_cruise	0.03	.
par	0.02	.
par_3	0.02	.
vgos	0.02	.
wind_stress	0.02	.
eastward_wind	0.02	.
wind_speed	0.02	.
sss	0.02	.
oxygen_WOA_clim	0.01	.
salinity_WOA_clim	0.01	.
conductivity_WOA_clim	0.01	.
nitrate_WOA_clim	0.01	.
phosphate_WOA_clim	0.01	.
Si	0.01	.
CHL	0.01	.
O2	0.01	.
sst	0.01	.
Fe	0.01	.
PP	0.01	.
ugosa	0.01	.
ugos	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
silicate_WOA_clim	.	.
NO3	.	.
PHYC	.	.
PO4	.	.
vgosa	.	.
surface_downward_eastward_stress	.	.
surface_downward_northward_stress	.	.
northward_wind	.	.

KM1512 pico2_1

alpha coefficients

variable	stab	est
par_6	0.07	.
sst_cruise	0.06	.
par_3	0.04	.
sla	0.04	.
par	0.03	.
par_12	0.03	.
CHL	0.03	.
ugosa	0.03	.
eastward_wind	0.03	.
surface_downward_northward_stress	0.03	.
sss_cruise	0.02	.
O2	0.02	.
sst	0.02	.
AOU_WOA_clim	0.01	.
density_WOA_clim	0.01	.
o2sat_WOA_clim	0.01	.
oxygen_WOA_clim	0.01	.
conductivity_WOA_clim	0.01	.
nitrate_WOA_clim	0.01	.
silicate_WOA_clim	0.01	.
par_9	0.01	.
Si	0.01	.
PHYC	0.01	.
vgos	0.01	.
salinity_WOA_clim	.	.
phosphate_WOA_clim	.	.
NO3	.	.
PO4	.	.
Fe	.	.
PP	.	.
vgosa	.	.
ugos	.	.
wind_stress	.	.
surface_downward_eastward_stress	.	.
wind_speed	.	.
northward_wind	.	.
sss	.	.

KM1512 small

alpha coefficients

variable	stab	est
par	0.09	.
Si	0.05	.
par_3	0.04	.
par_12	0.04	.
vgos	0.04	.
sst_cruise	0.03	.
par_6	0.03	.
par_9	0.03	.
sst	0.03	.
AOU_WOA_clim	0.02	.
o2sat_WOA_clim	0.02	.
oxygen_WOA_clim	0.02	.
phosphate_WOA_clim	0.02	.
sss_cruise	0.02	.
PO4	0.02	.
surface_downward_northward_stress	0.02	.
sss	0.02	.
conductivity_WOA_clim	0.01	.
silicate_WOA_clim	0.01	.
CHL	0.01	.
PHYC	0.01	.
O2	0.01	.
Fe	0.01	.
vgosa	0.01	.
sla	0.01	.
ugosa	0.01	.
ugos	0.01	.
wind_stress	0.01	.
eastward_wind	0.01	.
surface_downward_eastward_stress	0.01	.
northward_wind	0.01	.
density_WOA_clim	.	.
salinity_WOA_clim	.	.
nitrate_WOA_clim	.	.
NO3	.	.
PP	.	.
wind_speed	.	.

KM1512 pro1

alpha coefficients

variable	stab	est
sst_cruise	0.09	.
par_9	0.09	.
par_12	0.07	.
northward_wind	0.07	.
sss_cruise	0.06	.
sst	0.06	.
par	0.05	.
par_6	0.05	.
sla	0.05	.
surface_downward_northward_stress	0.05	.
AOU_WOA_clim	0.03	.
par_3	0.03	.
O2	0.03	.
vgosa	0.03	.
vgos	0.03	.
sss	0.03	.
density_WOA_clim	0.02	.
oxygen_WOA_clim	0.02	.
conductivity_WOA_clim	0.02	.
phosphate_WOA_clim	0.02	.
Si	0.02	.
PHYC	0.02	.
eastward_wind	0.02	.
o2sat_WOA_clim	0.01	.
salinity_WOA_clim	0.01	.
CHL	0.01	.
ugosa	0.01	.
ugos	0.01	.
wind_stress	0.01	.
wind_speed	0.01	.
nitrate_WOA_clim	.	.
silicate_WOA_clim	.	.
NO3	.	.
PO4	.	.
Fe	.	.
PP	.	.
surface_downward_eastward_stress	.	.

KOK1515 rest1_1

alpha coefficients

variable	stab	est
par	0.253	-0.176
Fe	0.162	0.246
ugosa	0.162	0.156
par_9	0.152	-0.017
par_3	0.141	-0.006
par_12	0.141	-0.022
par_6	0.121	-0.006
AOU_WOA_clim	0.091	.
sss_cruise	0.091	.
sla	0.081	.
sss	0.081	.
vgos	0.04	.
silicate_WOA_clim	0.03	-34.538
PO4	0.01	.
o2sat_WOA_clim	0.01	.
conductivity_WOA_clim	0.01	.
sst_cruise	0.01	.
sst	0.01	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
O2	.	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
PP	.	.
vgosa	.	.
ugos	.	.

KOK1515 pico2_1

alpha coefficients

variable	stab	est
par_6	0.313	0.163
par_9	0.283	0.261
sss_cruise	0.273	-2.85
par	0.222	0.135
silicate_WOA_clim	0.182	-89.071
par_3	0.172	.
ugosa	0.141	0.198
sss	0.091	0.244
par_12	0.071	.
AOU_WOA_clim	0.061	.
PO4	0.04	.
conductivity_WOA_clim	0.04	.
Fe	0.04	.
O2	0.03	.
sla	0.03	.
vgos	0.02	.
Si	0.01	.
CHL	0.01	.
oxygen_WOA_clim	0.01	.
ugos	0.01	.
NO3	.	.
PHYC	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
salinity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
sst_cruise	.	.
sst	.	.
PP	.	.
vgosa	.	.

KOK1515 pro2

alpha coefficients

variable	stab	est
sla	0.242	1.732
silicate_WOA_clim	0.232	136.373
par	0.172	.
par_3	0.152	0.043
par_6	0.152	.
vgos	0.131	-0.347
sss	0.131	.
par_12	0.121	0.083
PO4	0.101	.
AOU_WOA_clim	0.101	.
sss_cruise	0.101	0.904
par_9	0.101	.
ugosa	0.101	-0.187
ugos	0.101	.
conductivity_WOA_clim	0.071	.
vgosa	0.04	.
Si	0.03	.
density_WOA_clim	0.03	.
oxygen_WOA_clim	0.03	.
nitrate_WOA_clim	0.03	.
Fe	0.03	.
salinity_WOA_clim	0.02	.
phosphate_WOA_clim	0.02	.
sst	0.02	.
sst_cruise	0.01	.
NO3	.	.
CHL	.	.
PHYC	.	.
O2	.	.
o2sat_WOA_clim	.	.
PP	.	.

KOK1515 bg2

alpha coefficients

variable	stab	est
par_3	0.081	.
par	0.071	.
sla	0.051	.
sss_cruise	0.03	.
par_6	0.03	.
par_9	0.03	.
Fe	0.02	.
AOU_WOA_clim	0.01	.
sst_cruise	0.01	.
par_12	0.01	.
vgosa	0.01	.
vgos	0.01	.
ugosa	0.01	.
ugos	0.01	.
sss	0.01	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
PO4	.	.
O2	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
sst	.	.
PP	.	.

KOK1515 croco

alpha coefficients

variable	stab	est
par_3	0.303	0.589
par_9	0.283	0.707
par_6	0.172	.
par	0.152	0.093
silicate_WOA_clim	0.131	-124.416
par_12	0.121	0.01
vgos	0.091	.
PO4	0.051	.
AOU_WOA_clim	0.03	.
ugosa	0.03	.
density_WOA_clim	0.02	.
oxygen_WOA_clim	0.02	.
conductivity_WOA_clim	0.02	.
nitrate_WOA_clim	0.02	.
phosphate_WOA_clim	0.02	.
sss_cruise	0.02	.
ugos	0.02	.
sss	0.01	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
O2	.	.
o2sat_WOA_clim	.	.
salinity_WOA_clim	.	.
sst_cruise	.	.
sst	.	.
Fe	.	.
PP	.	.
vgosa	.	.
sla	.	.

KOK1515 bg1

alpha coefficients

variable	stab	est
AOU_WOA_clim	0.141	0.649
par_3	0.121	-0.066
par	0.111	-0.08
sla	0.111	.
sss_cruise	0.071	0.738
par_9	0.051	.
par_12	0.051	.
vgos	0.051	.
par_6	0.04	.
o2sat_WOA_clim	0.02	-0.954
silicate_WOA_clim	0.02	.
ugosa	0.02	.
ugos	0.02	.
PO4	0.01	.
sst_cruise	0.01	.
sss	0.01	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
O2	.	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
sst	.	.
Fe	.	.
PP	.	.
vgosa	.	.

KOK1515 pro1

alpha coefficients

variable	stab	est
par_6	0.283	0.192
par_9	0.222	0.081
vgos	0.212	-0.183
par_3	0.202	0.02
par_12	0.152	0.039
ugosa	0.141	-0.237
AOU_WOA_clim	0.131	.
par	0.121	.
silicate_WOA_clim	0.111	.
sla	0.111	0.342
PO4	0.051	.
sss_cruise	0.051	.
Fe	0.051	.
ugos	0.03	.
sss	0.03	.
CHL	0.02	.
density_WOA_clim	0.02	.
salinity_WOA_clim	0.02	.
phosphate_WOA_clim	0.02	.
sst_cruise	0.02	.
o2sat_WOA_clim	0.01	.
conductivity_WOA_clim	0.01	.
sst	0.01	.
Si	.	.
NO3	.	.
PHYC	.	.
O2	.	.
oxygen_WOA_clim	.	.
nitrate_WOA_clim	.	.
PP	.	.
vgosa	.	.

KOK1515 rest2_

alpha coefficients

variable	stab	est
par_6	0.222	-0.178
par	0.212	-0.246
sla	0.162	1.162
par_3	0.131	.
par_9	0.131	0
par_12	0.131	-0.087
PO4	0.101	1.189
silicate_WOA_clim	0.101	23.946
vgosa	0.091	0.518
sss	0.071	-0.043
AOU_WOA_clim	0.061	.
Fe	0.061	0.05
vgos	0.061	.
Si	0.051	.
O2	0.051	.
CHL	0.04	.
density_WOA_clim	0.03	.
conductivity_WOA_clim	0.03	.
sst_cruise	0.03	.
PP	0.03	.
PHYC	0.02	.
sss_cruise	0.02	.
ugosa	0.02	.
ugos	0.02	0.149
oxygen_WOA_clim	0.01	.
salinity_WOA_clim	0.01	.
nitrate_WOA_clim	0.01	.
sst	0.01	.
NO3	.	.
o2sat_WOA_clim	.	.
phosphate_WOA_clim	.	.

KOK1515 small

alpha coefficients

variable	stab	est
AOU_WOA_clim	0.232	36.319
silicate_WOA_clim	0.182	182.985
par_9	0.162	.
sla	0.162	-3.527
par	0.152	0.128
PO4	0.131	25.164
vgos	0.131	2.491
sss_cruise	0.111	.
par_12	0.111	-0.103
ugosa	0.111	.
par_3	0.091	.
ugos	0.071	.
par_6	0.051	.
Fe	0.051	.
O2	0.02	.
conductivity_WOA_clim	0.02	.
Si	0.01	.
CHL	0.01	.
sss	0.01	.
NO3	.	.
PHYC	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
sst_cruise	.	.
sst	.	.
PP	.	.
vgosa	.	.

KOK1515 pico1_

alpha coefficients

variable	stab	est
par_3	0.212	-0.201
par	0.162	-0.078
sss_cruise	0.131	-0.253
sla	0.111	-0.533
par_9	0.101	.
silicate_WOA_clim	0.061	-3.473
AOU_WOA_clim	0.051	-1.688
par_12	0.051	0.012
par_6	0.04	.
vgos	0.02	.
sst_cruise	0.01	.
Fe	0.01	.
ugosa	0.01	.
ugos	0.01	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
PO4	.	.
O2	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
sst	.	.
PP	.	.
vgosa	.	.
sss	.	.

KM1518 pico2_1

alpha coefficients

variable	stab	est
sst_cruise	0.7	1.828
par_6	0.47	0.163
par_9	0.39	0.034
par_3	0.38	.
vgos	0.37	.
surface_downward_northward_stress	0.34	-0.148
wind_stress	0.31	-0.245
par_12	0.22	.
northward_wind	0.17	.
PO4	0.14	.
ugos	0.13	.
conductivity_WOA_clim	0.11	.
vgosa	0.1	.
phosphate_WOA_clim	0.07	.
silicate_WOA_clim	0.07	.
par	0.06	.
PHYC	0.05	.
wind_speed	0.05	.
o2sat_WOA_clim	0.04	.
surface_downward_eastward_stress	0.04	.
sss	0.04	.
CHL	0.03	.
AOU_WOA_clim	0.02	.
oxygen_WOA_clim	0.02	.
sss_cruise	0.02	.
Fe	0.02	.
sla	0.02	.
ugosa	0.02	.
density_WOA_clim	0.01	.
nitrate_WOA_clim	0.01	.
salinity_WOA_clim	.	.
Si	.	.
NO3	.	.
O2	.	.
sst	.	.
PP	.	.
eastward_wind	.	.

KM1518 rest1_1

alpha coefficients

variable	stab	est
surface_downward_northward_stress	0.31	-0.12
par_3	0.19	.
wind_stress	0.16	.
sst_cruise	0.13	.
phosphate_WOA_clim	0.12	.
AOU_WOA_clim	0.07	.
par_6	0.07	.
northward_wind	0.06	.
o2sat_WOA_clim	0.05	.
par	0.05	.
par_12	0.04	.
PO4	0.04	.
ugosa	0.04	.
Fe	0.03	.
silicate_WOA_clim	0.01	.
sla	0.01	.
ugos	0.01	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
sss_cruise	.	.
par_9	.	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
O2	.	.
sst	.	.
PP	.	.
vgosa	.	.
vgos	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
wind_speed	.	.
sss	.	.

KM1518 syn

alpha coefficients

variable	stab	est
northward_wind	0.1	.
sst_cruise	0.06	.
par_3	0.06	.
sla	0.05	.
par_9	0.04	.
vgosa	0.03	.
surface_downward_northward_stress	0.03	.
phosphate_WOA_clim	0.02	.
par	0.02	.
par_6	0.02	.
CHL	0.02	.
AOU_WOA_clim	0.01	.
o2sat_WOA_clim	0.01	.
conductivity_WOA_clim	0.01	.
par_12	0.01	.
Si	0.01	.
O2	0.01	.
wind_stress	0.01	.
surface_downward_eastward_stress	0.01	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
nitrate_WOA_clim	.	.
silicate_WOA_clim	.	.
sss_cruise	.	.
NO3	.	.
PHYC	.	.
PO4	.	.
sst	.	.
Fe	.	.
PP	.	.
vgos	.	.
ugosa	.	.
ugos	.	.
eastward_wind	.	.
wind_speed	.	.
sss	.	.

KM1518 bead

alpha coefficients

variable	stab	est
sst_cruise	0.6	3.789
O2	0.11	.
sst	0.09	.
vgosa	0.08	.
northward_wind	0.07	.
sla	0.05	.
par_12	0.04	.
Si	0.04	.
vgos	0.04	.
wind_stress	0.04	.
salinity_WOA_clim	0.03	.
CHL	0.03	.
oxygen_WOA_clim	0.02	.
par_3	0.02	.
ugosa	0.02	.
surface_downward_northward_stress	0.02	.
density_WOA_clim	0.01	.
o2sat_WOA_clim	0.01	.
nitrate_WOA_clim	0.01	.
phosphate_WOA_clim	0.01	.
silicate_WOA_clim	0.01	.
sss_cruise	0.01	.
par	0.01	.
par_6	0.01	.
par_9	0.01	.
PHYC	0.01	.
ugos	0.01	.
wind_speed	0.01	.
AOU_WOA_clim	.	.
conductivity_WOA_clim	.	.
NO3	.	.
PO4	.	.
Fe	.	.
PP	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
sss	.	.

KM1518 bg2

alpha coefficients

variable	stab	est
surface_downward_northward_stress	0.19	.
par	0.08	.
par_6	0.08	.
northward_wind	0.07	.
par_3	0.06	.
par_12	0.06	.
sst_cruise	0.05	.
AOU_WOA_clim	0.04	.
o2sat_WOA_clim	0.04	.
sss_cruise	0.03	.
ugosa	0.03	.
ugos	0.03	.
phosphate_WOA_clim	0.02	.
PO4	0.02	.
conductivity_WOA_clim	0.01	.
silicate_WOA_clim	0.01	.
O2	0.01	.
Fe	0.01	.
wind_stress	0.01	.
wind_speed	0.01	.
sss	0.01	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
nitrate_WOA_clim	.	.
par_9	.	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
sst	.	.
PP	.	.
vgosa	.	.
vgos	.	.
sla	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.

KM1518 small

alpha coefficients

variable	stab	est
surface_downward_northward_stress	0.45	0.045
par	0.37	0.126
phosphate_WOA_clim	0.24	.
par_3	0.24	0.006
ugosa	0.23	-0.249
AOU_WOA_clim	0.22	-1.245
wind_stress	0.22	.
o2sat_WOA_clim	0.17	0.005
Fe	0.15	-0.105
par_9	0.14	.
PO4	0.13	.
par_6	0.09	.
par_12	0.08	.
sst_cruise	0.06	.
sla	0.06	.
silicate_WOA_clim	0.05	.
conductivity_WOA_clim	0.03	.
CHL	0.03	.
sss_cruise	0.02	.
O2	0.02	.
ugos	0.02	.
Si	0.01	.
surface_downward_eastward_stress	0.01	.
wind_speed	0.01	.
northward_wind	0.01	.
sss	0.01	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
nitrate_WOA_clim	.	.
NO3	.	.
PHYC	.	.
sst	.	.
PP	.	.
vgosa	.	.
vgos	.	.
eastward_wind	.	.

KM1518 pico1_

alpha coefficients

variable	stab	est
surface_downward_northward_stress	0.43	-0.311
par_3	0.19	.
par_6	0.15	.
par	0.1	.
par_9	0.09	.
ugosa	0.07	.
vgos	0.05	.
wind_stress	0.05	.
northward_wind	0.04	.
density_WOA_clim	0.02	.
conductivity_WOA_clim	0.02	.
silicate_WOA_clim	0.02	.
sst_cruise	0.02	.
CHL	0.02	.
ugos	0.02	.
wind_speed	0.02	.
o2sat_WOA_clim	0.01	.
oxygen_WOA_clim	0.01	.
phosphate_WOA_clim	0.01	.
sss_cruise	0.01	.
par_12	0.01	.
PO4	0.01	.
vgosa	0.01	.
sla	0.01	.
AOU_WOA_clim	.	.
salinity_WOA_clim	.	.
nitrate_WOA_clim	.	.
Si	.	.
NO3	.	.
PHYC	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
sss	.	.

KM1518 bg1

alpha coefficients

variable	stab	est
surface_downward_northward_stress	0.11	.
par_3	0.07	.
o2sat_WOA_clim	0.04	.
par_6	0.04	.
northward_wind	0.04	.
par	0.03	.
AOU_WOA_clim	0.02	.
phosphate_WOA_clim	0.02	.
par_9	0.02	.
par_12	0.02	.
PHYC	0.02	.
wind_stress	0.02	.
density_WOA_clim	0.01	.
conductivity_WOA_clim	0.01	.
nitrate_WOA_clim	0.01	.
sss_cruise	0.01	.
sst_cruise	0.01	.
vgosa	0.01	.
vgos	0.01	.
ugosa	0.01	.
surface_downward_eastward_stress	0.01	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
silicate_WOA_clim	.	.
Si	.	.
NO3	.	.
CHL	.	.
PO4	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
sla	.	.
ugos	.	.
eastward_wind	.	.
wind_speed	.	.
sss	.	.

KM1518 rest2_

alpha coefficients

variable	stab	est
surface_downward_northward_stress	0.34	.
par_6	0.25	-0.001
par_3	0.22	-0.013
par_9	0.17	.
northward_wind	0.16	0.087
silicate_WOA_clim	0.12	.
vgos	0.12	0.016
wind_stress	0.12	.
phosphate_WOA_clim	0.11	.
par	0.11	.
AOU_WOA_clim	0.09	.
vgosa	0.07	0.109
sst_cruise	0.05	.
par_12	0.05	.
ugosa	0.05	.
o2sat_WOA_clim	0.04	.
Fe	0.02	.
ugos	0.02	.
density_WOA_clim	0.01	.
conductivity_WOA_clim	0.01	.
CHL	0.01	.
PO4	0.01	.
sss	0.01	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
nitrate_WOA_clim	.	.
sss_cruise	.	.
Si	.	.
NO3	.	.
PHYC	.	.
O2	.	.
sst	.	.
PP	.	.
sla	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
wind_speed	.	.

KM1518 pro1

alpha coefficients

variable	stab	est
northward_wind	0.66	0.334
par_12	0.62	-0.052
sst_cruise	0.56	-1.961
wind_stress	0.51	.
par_6	0.47	0.13
par	0.44	0.063
par_3	0.43	0.021
surface_downward_northward_stress	0.33	.
surface_downward_eastward_stress	0.21	-0.216
ugosa	0.19	0.037
PO4	0.16	.
phosphate_WOA_clim	0.13	.
sst	0.13	.
AOU_WOA_clim	0.12	.
ugos	0.12	.
par_9	0.1	.
vgosa	0.1	.
o2sat_WOA_clim	0.07	.
sss_cruise	0.06	.
CHL	0.06	.
Fe	0.06	.
silicate_WOA_clim	0.05	.
O2	0.05	.
sla	0.05	.
wind_speed	0.05	.
oxygen_WOA_clim	0.03	.
conductivity_WOA_clim	0.03	.
salinity_WOA_clim	0.02	.
vgos	0.02	.
density_WOA_clim	0.01	.
Si	0.01	.
PHYC	0.01	.
sss	0.01	.
nitrate_WOA_clim	.	.
NO3	.	.
PP	.	.
eastward_wind	.	.

KM1601 rest1_1

alpha coefficients

variable	stab	est
par	0.06	.
northward_wind	0.05	.
silicate_WOA_clim	0.03	.
par_3	0.03	.
par_6	0.03	.
Si	0.03	.
sst_cruise	0.02	.
par_12	0.02	.
vgos	0.02	.
density_WOA_clim	0.01	.
oxygen_WOA_clim	0.01	.
nitrate_WOA_clim	0.01	.
phosphate_WOA_clim	0.01	.
par_9	0.01	.
PO4	0.01	.
O2	0.01	.
ugos	0.01	.
AOU_WOA_clim	.	.
o2sat_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
sss_cruise	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
sst	.	.
Fe	.	.
PP	.	.
vgosa	.	.
sla	.	.
ugosa	.	.
wind_stress	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
wind_speed	.	.
surface_downward_northward_stress	.	.
sss	.	.

KM1601 pico2_1

alpha coefficients

variable	stab	est
vgos	0.36	.
par_6	0.33	.
par_3	0.32	.
par_12	0.16	.
wind_speed	0.09	.
par_9	0.08	.
sss_cruise	0.07	.
sst_cruise	0.07	.
Fe	0.06	.
par	0.05	.
sst	0.04	.
ugos	0.04	.
ugosa	0.03	.
phosphate_WOA_clim	0.02	.
silicate_WOA_clim	0.02	.
O2	0.02	.
northward_wind	0.02	.
sss	0.02	.
PHYC	0.01	.
sla	0.01	.
surface_downward_eastward_stress	0.01	.
surface_downward_northward_stress	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
Si	.	.
NO3	.	.
CHL	.	.
PO4	.	.
PP	.	.
vgosa	.	.
wind_stress	.	.
eastward_wind	.	.

KM1601 pico1_

alpha coefficients

variable	stab	est
sss_cruise	0.19	.
par_3	0.18	.
sst_cruise	0.13	.
par	0.13	.
par_6	0.13	.
par_12	0.07	.
sss	0.05	.
par_9	0.04	.
phosphate_WOA_clim	0.03	.
silicate_WOA_clim	0.02	.
vgos	0.02	.
wind_speed	0.02	.
northward_wind	0.02	.
CHL	0.01	.
PO4	0.01	.
vgosa	0.01	.
ugos	0.01	.
surface_downward_northward_stress	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
Si	.	.
NO3	.	.
PHYC	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
sla	.	.
ugosa	.	.
wind_stress	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.

KM1601 pro1

alpha coefficients

variable	stab	est
par_9	0.26	.
sst_cruise	0.22	.
par_12	0.18	.
sss_cruise	0.16	.
par	0.14	.
par_6	0.1	.
wind_speed	0.1	.
par_3	0.09	.
vgos	0.08	.
phosphate_WOA_clim	0.07	.
Fe	0.07	.
ugos	0.07	.
CHL	0.06	.
sst	0.06	.
silicate_WOA_clim	0.05	.
eastward_wind	0.05	.
northward_wind	0.04	.
PHYC	0.03	.
ugosa	0.03	.
surface_downward_eastward_stress	0.03	.
sss	0.03	.
sla	0.02	.
wind_stress	0.02	.
Si	0.01	.
PO4	0.01	.
vgosa	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
NO3	.	.
O2	.	.
PP	.	.
surface_downward_northward_stress	.	.

KM1601 syn

alpha coefficients

variable	stab	est
wind_speed	0.06	.
sst_cruise	0.05	.
par_3	0.03	.
par_6	0.03	.
phosphate_WOA_clim	0.01	.
silicate_WOA_clim	0.01	.
sss_cruise	0.01	.
par_9	0.01	.
par_12	0.01	.
vgos	0.01	.
surface_downward_northward_stress	0.01	.
northward_wind	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
par	.	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
PO4	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
vgosa	.	.
sla	.	.
ugosa	.	.
ugos	.	.
wind_stress	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
sss	.	.

KM1601 bead

alpha coefficients

variable	stab	est
ugosa	0.03	.
par_9	0.02	.
Fe	0.02	.
ugos	0.02	.
wind_speed	0.02	.
phosphate_WOA_clim	0.01	.
silicate_WOA_clim	0.01	.
sss_cruise	0.01	.
sst_cruise	0.01	.
par	0.01	.
par_3	0.01	.
par_6	0.01	.
CHL	0.01	.
vgos	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
par_12	.	.
Si	.	.
NO3	.	.
PHYC	.	.
PO4	.	.
O2	.	.
sst	.	.
PP	.	.
vgosa	.	.
sla	.	.
wind_stress	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
surface_downward_northward_stress	.	.
northward_wind	.	.
sss	.	.

KM1601 small

alpha coefficients

variable	stab	est
par	0.16	.
par_3	0.16	.
sss_cruise	0.11	.
vgos	0.1	.
sss	0.09	.
par_12	0.07	.
northward_wind	0.06	.
par_6	0.04	.
CHL	0.04	.
ugosa	0.03	.
ugos	0.03	.
phosphate_WOA_clim	0.02	.
sst_cruise	0.02	.
par_9	0.02	.
vgosa	0.02	.
eastward_wind	0.02	.
PHYC	0.01	.
surface_downward_eastward_stress	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
silicate_WOA_clim	.	.
Si	.	.
NO3	.	.
PO4	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
sla	.	.
wind_stress	.	.
wind_speed	.	.
surface_downward_northward_stress	.	.

KM1601 bg

alpha coefficients

variable	stab	est
par_3	0.05	.
par_12	0.05	.
par	0.04	.
CHL	0.03	.
silicate_WOA_clim	0.02	.
Si	0.02	.
sss_cruise	0.01	.
par_6	0.01	.
par_9	0.01	.
PO4	0.01	.
O2	0.01	.
vgosa	0.01	.
vgos	0.01	.
ugos	0.01	.
wind_speed	0.01	.
northward_wind	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
sst_cruise	.	.
NO3	.	.
PHYC	.	.
sst	.	.
Fe	.	.
PP	.	.
sla	.	.
ugosa	.	.
wind_stress	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
surface_downward_northward_stress	.	.
sss	.	.

KM1601 rest2_

alpha coefficients

variable	stab	est
vgos	0.12	.
par_3	0.11	.
par_9	0.1	.
par_6	0.07	.
northward_wind	0.03	.
sst_cruise	0.02	.
par_12	0.02	.
vgosa	0.02	.
eastward_wind	0.02	.
sss	0.02	.
phosphate_WOA_clim	0.01	.
sss_cruise	0.01	.
par	0.01	.
CHL	0.01	.
O2	0.01	.
ugos	0.01	.
wind_speed	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
silicate_WOA_clim	.	.
Si	.	.
NO3	.	.
PHYC	.	.
PO4	.	.
sst	.	.
Fe	.	.
PP	.	.
sla	.	.
ugosa	.	.
wind_stress	.	.
surface_downward_eastward_stress	.	.
surface_downward_northward_stress	.	.

KM1601 pro2

alpha coefficients

variable	stab	est
par_3	0.08	.
sss_cruise	0.06	.
sst_cruise	0.06	.
par_12	0.04	.
sss	0.04	.
par	0.03	.
par_9	0.03	.
silicate_WOA_clim	0.02	.
par_6	0.02	.
CHL	0.02	.
PHYC	0.02	.
vgos	0.02	.
ugosa	0.02	.
eastward_wind	0.02	.
wind_speed	0.02	.
density_WOA_clim	0.01	.
oxygen_WOA_clim	0.01	.
salinity_WOA_clim	0.01	.
conductivity_WOA_clim	0.01	.
nitrate_WOA_clim	0.01	.
phosphate_WOA_clim	0.01	.
Si	0.01	.
sla	0.01	.
ugos	0.01	.
wind_stress	0.01	.
AOU_WOA_clim	.	.
o2sat_WOA_clim	.	.
NO3	.	.
PO4	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
vgosa	.	.
surface_downward_eastward_stress	.	.
surface_downward_northward_stress	.	.
northward_wind	.	.

KM1602 rest1_2

alpha coefficients

variable	stab	est
sss	0.66	-2.974
sss_cruise	0.6	-3.819
northward_wind	0.6	-0.945
sst_cruise	0.33	0.16
par_9	0.3	0.174
surface_downward_northward_stress	0.28	.
par_12	0.26	0.154
ugos	0.26	-0.343
CHL	0.23	.
vgos	0.23	-0.506
sst	0.21	0.244
par_3	0.17	0.171
par	0.15	.
Si	0.11	-3.231
wind_speed	0.1	.
nitrate_WOA_clim	0.09	.
sla	0.07	-0.124
density_WOA_clim	0.06	.
par_6	0.06	.
oxygen_WOA_clim	0.05	.
salinity_WOA_clim	0.05	.
conductivity_WOA_clim	0.05	.
silicate_WOA_clim	0.04	.
O2	0.04	.
wind_stress	0.04	.
phosphate_WOA_clim	0.03	.
vgosa	0.03	.
surface_downward_eastward_stress	0.03	.
AOU_WOA_clim	0.02	.
PO4	0.02	.
Fe	0.02	.
o2sat_WOA_clim	0.01	.
PHYC	0.01	.
ugosa	0.01	.
eastward_wind	0.01	-0.106
NO3	.	.
PP	.	.

KM1602 rest1_1

alpha coefficients

variable	stab	est
par	0.32	-0.119
par_9	0.21	0.032
sss_cruise	0.12	.
par_3	0.12	-0.007
par_6	0.12	.
sst_cruise	0.1	.
sla	0.1	.
eastward_wind	0.1	0.035
Si	0.09	.
par_12	0.08	.
phosphate_WOA_clim	0.07	.
vgos	0.07	.
surface_downward_eastward_stress	0.07	.
northward_wind	0.07	.
sss	0.07	.
O2	0.06	.
wind_stress	0.06	.
AOU_WOA_clim	0.05	.
PHYC	0.05	.
PO4	0.05	-2.619
sst	0.05	.
surface_downward_northward_stress	0.05	.
o2sat_WOA_clim	0.04	.
vgosa	0.04	.
ugosa	0.04	.
wind_speed	0.04	.
oxygen_WOA_clim	0.03	.
conductivity_WOA_clim	0.03	.
CHL	0.03	.
ugos	0.03	.
density_WOA_clim	0.02	.
silicate_WOA_clim	0.02	.
Fe	0.02	.
salinity_WOA_clim	0.01	.
nitrate_WOA_clim	0.01	.
PP	0.01	.
NO3	.	.

KM1602 pico2_1

alpha coefficients

variable	stab	est
par_6	0.84	0.207
CHL	0.76	53.798
par_3	0.75	0.347
par_9	0.63	0.199
eastward_wind	0.43	0.057
par_12	0.27	0.11
vgos	0.24	0.116
Si	0.23	0.662
wind_stress	0.22	.
par	0.2	0.114
sst_cruise	0.18	-0.45
sla	0.18	.
phosphate_WOA_clim	0.16	.
nitrate_WOA_clim	0.13	.
sss_cruise	0.13	.
ugosa	0.13	0.111
ugos	0.13	0.09
PO4	0.12	.
PHYC	0.1	.
Fe	0.1	.
wind_speed	0.1	.
PP	0.09	.
o2sat_WOA_clim	0.08	.
sst	0.08	.
vgosa	0.08	0.094
AOU_WOA_clim	0.06	.
surface_downward_northward_stress	0.06	.
northward_wind	0.06	.
silicate_WOA_clim	0.04	.
oxygen_WOA_clim	0.03	.
O2	0.02	.
sss	0.02	.
density_WOA_clim	0.01	.
conductivity_WOA_clim	0.01	.
surface_downward_eastward_stress	0.01	.
salinity_WOA_clim	.	.
NO3	.	.

KM1602 pico1_

alpha coefficients

variable	stab	est
sst_cruise	0.61	-0.864
par_6	0.39	-0.184
par_12	0.17	0.04
sss	0.16	0.72
par_9	0.13	-0.002
par_3	0.12	.
PHYC	0.11	-0.072
PP	0.11	.
northward_wind	0.11	.
sst	0.1	.
par	0.09	-0.021
phosphate_WOA_clim	0.08	.
CHL	0.08	.
wind_speed	0.08	.
O2	0.06	1.523
ugos	0.06	.
sss_cruise	0.05	.
Si	0.05	.
vgos	0.05	0.11
ugosa	0.05	.
AOU_WOA_clim	0.04	.
o2sat_WOA_clim	0.04	.
nitrate_WOA_clim	0.04	.
vgosa	0.04	.
sla	0.04	.
surface_downward_northward_stress	0.03	.
wind_stress	0.02	.
eastward_wind	0.02	.
density_WOA_clim	0.01	.
salinity_WOA_clim	0.01	.
PO4	0.01	.
Fe	0.01	.
oxygen_WOA_clim	.	.
conductivity_WOA_clim	.	.
silicate_WOA_clim	.	.
NO3	.	.
surface_downward_eastward_stress	.	.

KM1602 bg

alpha coefficients

variable	stab	est
par_9	0.17	-0.049
sst	0.14	1.761
sss	0.14	-0.214
sss_cruise	0.13	.
Fe	0.12	0.088
density_WOA_clim	0.11	-0.061
CHL	0.08	.
par_3	0.07	.
par_12	0.06	.
salinity_WOA_clim	0.05	-0.132
PP	0.05	.
vgosa	0.05	.
northward_wind	0.05	.
O2	0.04	.
wind_stress	0.04	0.053
wind_speed	0.04	.
surface_downward_northward_stress	0.04	-0.002
conductivity_WOA_clim	0.03	0.438
nitrate_WOA_clim	0.03	.
sst_cruise	0.03	.
par	0.03	.
par_6	0.03	.
PO4	0.03	.
AOU_WOA_clim	0.02	.
o2sat_WOA_clim	0.02	.
phosphate_WOA_clim	0.02	.
Si	0.02	.
sla	0.02	.
eastward_wind	0.02	.
oxygen_WOA_clim	0.01	.
PHYC	0.01	.
vgos	0.01	.
ugosa	0.01	.
ugos	0.01	.
silicate_WOA_clim	.	.
NO3	.	.
surface_downward_eastward_stress	.	.

KM1602 bead

alpha coefficients

variable	stab	est
wind_stress	0.12	-0.151
phosphate_WOA_clim	0.1	-0.005
sss_cruise	0.08	0.014
par_3	0.08	.
ugos	0.08	.
AOU_WOA_clim	0.07	-0.078
sst_cruise	0.07	-0.164
o2sat_WOA_clim	0.06	0.007
par_9	0.06	.
sst	0.06	-0.301
vgos	0.06	.
par_6	0.05	.
par_12	0.05	.
northward_wind	0.05	.
par	0.04	.
eastward_wind	0.04	.
wind_speed	0.04	.
PHYC	0.03	.
O2	0.03	.
sla	0.03	.
ugosa	0.03	.
surface_downward_northward_stress	0.03	0.001
nitrate_WOA_clim	0.02	.
silicate_WOA_clim	0.02	.
Si	0.02	.
sss	0.02	.
density_WOA_clim	0.01	.
oxygen_WOA_clim	0.01	.
salinity_WOA_clim	0.01	.
PO4	0.01	.
Fe	0.01	.
PP	0.01	.
vgosa	0.01	.
conductivity_WOA_clim	.	.
NO3	.	.
CHL	.	.
surface_downward_eastward_stress	.	.

KM1602 pro1

alpha coefficients

variable	stab	est
par_12	0.73	-0.08
par	0.38	.
par_9	0.3	0.033
sst_cruise	0.29	.
O2	0.26	-0.012
par_3	0.25	-0.025
PHYC	0.25	.
wind_speed	0.25	-0.134
Si	0.21	-8.281
PO4	0.19	.
PP	0.19	0.031
vgosa	0.19	-0.057
sss_cruise	0.16	0.258
wind_stress	0.15	.
sla	0.14	0.007
par_6	0.13	0.013
ugosa	0.12	.
Fe	0.11	0.357
vgos	0.11	.
phosphate_WOA_clim	0.1	.
oxygen_WOA_clim	0.07	.
CHL	0.07	24.824
ugos	0.07	.
northward_wind	0.07	.
sst	0.06	0.312
sss	0.06	.
AOU_WOA_clim	0.05	.
nitrate_WOA_clim	0.05	3.073
surface_downward_eastward_stress	0.05	.
density_WOA_clim	0.04	.
conductivity_WOA_clim	0.04	.
o2sat_WOA_clim	0.03	.
salinity_WOA_clim	0.03	.
silicate_WOA_clim	0.03	.
eastward_wind	0.03	.
surface_downward_northward_stress	0.02	.
NO3	.	.

KM1602 small

alpha coefficients

variable	stab	est
sst_cruise	0.46	1.932
par	0.43	0.149
par_3	0.32	0.082
par_12	0.31	.
surface_downward_eastward_stress	0.31	0.329
wind_speed	0.25	0.257
eastward_wind	0.24	.
PO4	0.19	7.019
par_6	0.16	.
sla	0.15	0.078
par_9	0.14	-0.018
vgosa	0.13	-0.054
northward_wind	0.12	.
sss_cruise	0.11	-0.541
O2	0.11	.
vgos	0.11	.
Si	0.09	.
ugos	0.08	-0.028
sss	0.08	0.536
CHL	0.07	-58.119
sst	0.06	.
phosphate_WOA_clim	0.05	.
conductivity_WOA_clim	0.03	.
nitrate_WOA_clim	0.03	.
PHYC	0.03	.
PP	0.03	.
o2sat_WOA_clim	0.02	.
oxygen_WOA_clim	0.02	.
salinity_WOA_clim	0.02	.
silicate_WOA_clim	0.02	.
ugosa	0.02	.
wind_stress	0.02	.
AOU_WOA_clim	0.01	.
density_WOA_clim	0.01	.
NO3	.	.
Fe	.	.
surface_downward_northward_stress	.	.

KM1602 pro2

alpha coefficients

variable	stab	est
sss_cruise	0.14	.
par_6	0.14	0.001
par_3	0.12	0.007
par	0.11	0.002
sst_cruise	0.09	.
par_12	0.09	-0.044
par_9	0.07	.
PO4	0.07	0.983
sst	0.07	.
vgosa	0.07	-0.013
vgos	0.07	.
wind_stress	0.07	.
northward_wind	0.07	.
sla	0.06	0.001
PHYC	0.05	.
phosphate_WOA_clim	0.04	.
CHL	0.04	.
surface_downward_eastward_stress	0.04	.
wind_speed	0.04	.
surface_downward_northward_stress	0.04	.
AOU_WOA_clim	0.03	.
density_WOA_clim	0.03	.
salinity_WOA_clim	0.03	.
conductivity_WOA_clim	0.03	.
nitrate_WOA_clim	0.03	.
O2	0.03	.
ugos	0.03	.
o2sat_WOA_clim	0.02	.
oxygen_WOA_clim	0.02	.
silicate_WOA_clim	0.02	.
Si	0.02	.
eastward_wind	0.02	.
sss	0.02	.
PP	0.01	.
NO3	.	.
Fe	.	.
ugosa	.	.

KM1602 rest2_

alpha coefficients

variable	stab	est
surface_downward_eastward_stress	0.31	.
par_3	0.22	-0.106
par_6	0.22	-0.081
sss_cruise	0.17	-0.114
eastward_wind	0.17	-0.603
sss	0.17	.
sst_cruise	0.16	0.563
par_9	0.15	-0.019
par_12	0.14	-0.003
sla	0.12	.
wind_speed	0.11	0.066
northward_wind	0.11	.
par	0.1	.
surface_downward_northward_stress	0.09	.
O2	0.07	.
density_WOA_clim	0.06	.
PO4	0.06	.
sst	0.06	.
ugos	0.06	.
salinity_WOA_clim	0.05	.
nitrate_WOA_clim	0.05	.
Si	0.05	.
vgos	0.05	.
wind_stress	0.05	.
AOU_WOA_clim	0.04	.
phosphate_WOA_clim	0.04	0.038
o2sat_WOA_clim	0.03	-0.001
CHL	0.03	.
oxygen_WOA_clim	0.02	.
PHYC	0.02	.
Fe	0.02	.
vgosa	0.02	0.027
conductivity_WOA_clim	0.01	.
silicate_WOA_clim	0.01	.
ugosa	0.01	.
NO3	.	.
PP	.	.

KOK1604 pico2_1

alpha coefficients

variable	stab	est
par	0.03	0.116
par_3	0.02	.
par_6	0.02	.
eastward_wind	0.02	.
o2sat_WOA_clim	0.01	.
silicate_WOA_clim	0.01	.
par_9	0.01	.
Si	0.01	.
ugos	0.01	.
wind_stress	0.01	-0.219
surface_downward_eastward_stress	0.01	.
wind_speed	0.01	-0.001
AOU_WOA_clim	.	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
sss_cruise	.	.
sst_cruise	.	.
par_12	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
PO4	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
vgosa	.	.
vgos	.	.
sla	.	.
ugosa	.	.
surface_downward_northward_stress	.	.
northward_wind	.	.
sss	.	.

KOK1604 small

alpha coefficients

variable	stab	est
par	0.061	.
wind_stress	0.051	.
par_6	0.02	.
o2sat_WOA_clim	0.01	.
sss_cruise	0.01	.
ugos	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
sst_cruise	.	.
par_3	.	.
par_9	.	.
par_12	.	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
PO4	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
vgosa	.	.
vgos	.	.
sla	.	.
ugosa	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
wind_speed	.	.
surface_downward_northward_stress	.	.
northward_wind	.	.
sss	.	.

KOK1604 bg

alpha coefficients

variable	stab	est
par_3	0.02	.
par_6	0.02	.
PP	0.02	.
O2	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
sss_cruise	.	.
sst_cruise	.	.
par	.	.
par_9	.	.
par_12	.	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
PO4	.	.
sst	.	.
Fe	.	.
vgosa	.	.
vgos	.	.
sla	.	.
ugosa	.	.
ugos	.	.
wind_stress	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
wind_speed	.	.
surface_downward_northward_stress	.	.
northward_wind	.	.
sss	.	.

KOK1604 bead

alpha coefficients

variable	stab	est
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
sss_cruise	.	.
sst_cruise	.	.
par	.	.
par_3	.	.
par_6	.	.
par_9	.	.
par_12	.	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
PO4	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
vgosa	.	.
vgos	.	.
sla	.	.
ugosa	.	.
ugos	.	.
wind_stress	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
wind_speed	.	.
surface_downward_northward_stress	.	.
northward_wind	.	.
sss	.	.

KOK1604 rest1_2

alpha coefficients

variable	stab	est
par_3	0.02	.
par	0.01	-0.067
Si	0.01	.
PO4	0.01	.
wind_stress	0.01	.
eastward_wind	0.01	.
surface_downward_eastward_stress	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
sss_cruise	.	.
sst_cruise	.	.
par_6	.	.
par_9	.	.
par_12	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
vgosa	.	.
vgos	.	.
sla	.	.
ugosa	.	.
ugos	.	.
wind_speed	.	.
surface_downward_northward_stress	.	.
northward_wind	.	.
sss	.	.

KOK1604 pico1_

alpha coefficients

variable	stab	est
par	0.222	.
par_12	0.182	.
wind_stress	0.172	.
par_6	0.111	.
par_9	0.051	.
par_3	0.04	.
PP	0.04	.
surface_downward_eastward_stress	0.04	.
AOU_WOA_clim	0.03	.
sss_cruise	0.03	.
o2sat_WOA_clim	0.02	.
salinity_WOA_clim	0.02	.
CHL	0.02	.
PO4	0.02	.
O2	0.02	.
phosphate_WOA_clim	0.01	.
silicate_WOA_clim	0.01	.
Si	0.01	.
PHYC	0.01	.
sla	0.01	.
wind_speed	0.01	.
surface_downward_northward_stress	0.01	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
sst_cruise	.	.
NO3	.	.
sst	.	.
Fe	.	.
vgosa	.	.
vgos	.	.
ugosa	.	.
ugos	.	.
eastward_wind	.	.
northward_wind	.	.
sss	.	.

KOK1604 rest1_1

alpha coefficients

variable	stab	est
par_3	0.04	.
par	0.03	.
PO4	0.03	.
ugos	0.02	.
AOU_WOA_clim	0.01	.
silicate_WOA_clim	0.01	.
par_9	0.01	.
Si	0.01	.
O2	0.01	.
wind_speed	0.01	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
sss_cruise	.	.
sst_cruise	.	.
par_6	.	.
par_12	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
sst	.	.
Fe	.	.
PP	.	.
vgosa	.	.
vgos	.	.
sla	.	.
ugosa	.	.
wind_stress	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
surface_downward_northward_stress	.	.
northward_wind	.	.
sss	.	.

KOK1604 rest2_

alpha coefficients

variable	stab	est
par	0.03	.
par_3	0.02	.
o2sat_WOA_clim	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
sss_cruise	.	.
sst_cruise	.	.
par_6	.	.
par_9	.	.
par_12	.	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
PO4	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
vgosa	.	.
vgos	.	.
sla	.	.
ugosa	.	.
ugos	.	.
wind_stress	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
wind_speed	.	.
surface_downward_northward_stress	.	.
northward_wind	.	.
sss	.	.

KOK1604 pico3_

alpha coefficients

variable	stab	est
par	0.02	.
silicate_WOA_clim	0.01	.
par_3	0.01	.
par_6	0.01	.
PO4	0.01	.
vgos	0.01	.
eastward_wind	0.01	.
northward_wind	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
sss_cruise	.	.
sst_cruise	.	.
par_9	.	.
par_12	.	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
vgosa	.	.
sla	.	.
ugosa	.	.
ugos	.	.
wind_stress	.	.
surface_downward_eastward_stress	.	.
wind_speed	.	.
surface_downward_northward_stress	.	.
sss	.	.

KOK1604 pro1

alpha coefficients

variable	stab	est
par_6	0.343	0.141
par_3	0.222	0.05
PO4	0.141	2.099
AOU_WOA_clim	0.071	.
PP	0.051	.
par_9	0.04	.
par_12	0.04	.
salinity_WOA_clim	0.03	.
surface_downward_northward_stress	0.03	.
sst	0.02	.
wind_stress	0.02	.
wind_speed	0.02	.
o2sat_WOA_clim	0.01	0.404
sss_cruise	0.01	.
O2	0.01	.
ugos	0.01	.
surface_downward_eastward_stress	0.01	.
sss	0.01	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
sst_cruise	.	.
par	.	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
Fe	.	.
vgosa	.	.
vgos	.	.
sla	.	.
ugosa	.	.
eastward_wind	.	.
northward_wind	.	.

KOK1606 rest1_1

alpha coefficients

variable	stab	est
par_6	0.91	-0.155
sla	0.89	-0.355
par_12	0.85	-0.107
sss_cruise	0.84	-1.282
nitrate_WOA_clim	0.73	0.043
surface_downward_eastward_stress	0.71	-0.206
vgos	0.62	0.051
par_9	0.61	-0.044
vgosa	0.53	.
wind_stress	0.52	0.044
Fe	0.51	-0.128
par	0.46	-0.014
ugos	0.45	-0.043
northward_wind	0.43	0
sst	0.41	0.24
wind_speed	0.41	0.004
par_3	0.38	.
ugosa	0.34	.
o2sat_WOA_clim	0.31	.
PP	0.28	-0.026
PHYC	0.2	-0.365
sss	0.18	.
sst_cruise	0.17	.
AOU_WOA_clim	0.16	.
phosphate_WOA_clim	0.15	.
PO4	0.15	.
surface_downward_northward_stress	0.15	.
oxygen_WOA_clim	0.14	0.12
density_WOA_clim	0.12	.
CHL	0.12	.
silicate_WOA_clim	0.08	.
NO3	0.06	.
eastward_wind	0.03	.
salinity_WOA_clim	0.01	.
O2	0.01	.
conductivity_WOA_clim	.	.
Si	.	.

KOK1606 bg2

alpha coefficients

variable	stab	est
sla	0.83	-0.052
par_12	0.69	0.061
par_3	0.68	.
nitrate_WOA_clim	0.65	2.122
par	0.62	-0.095
wind_stress	0.6	.
ugos	0.53	.
northward_wind	0.52	0.026
sss_cruise	0.5	-0.091
par_6	0.47	0.019
par_9	0.44	.
PO4	0.38	.
Fe	0.36	.
PP	0.32	-0.056
wind_speed	0.31	.
vgosa	0.28	.
vgos	0.28	.
sss	0.24	.
surface_downward_eastward_stress	0.23	-0.089
silicate_WOA_clim	0.22	-1.663
o2sat_WOA_clim	0.19	.
ugosa	0.16	.
AOU_WOA_clim	0.15	.
sst_cruise	0.14	-0.621
surface_downward_northward_stress	0.11	.
density_WOA_clim	0.1	.
phosphate_WOA_clim	0.1	.
PHYC	0.1	-0.584
NO3	0.08	.
eastward_wind	0.06	-0.001
sst	0.05	.
salinity_WOA_clim	0.03	.
O2	0.02	.
CHL	0.01	.
oxygen_WOA_clim	.	.
conductivity_WOA_clim	.	.
Si	.	.

KOK1606 bg1

alpha coefficients

variable	stab	est
wind_speed	0.75	-0.167
Fe	0.7	.
sla	0.53	0.123
par_12	0.51	.
par_3	0.5	.
par_9	0.48	.
nitrate_WOA_clim	0.46	-0.998
par	0.41	.
ugosa	0.4	.
par_6	0.39	-0.026
o2sat_WOA_clim	0.38	.
sss_cruise	0.37	.
PHYC	0.35	.
PO4	0.34	-0.099
northward_wind	0.34	-0.172
vgos	0.3	-0.018
ugos	0.3	0.024
CHL	0.26	.
sss	0.26	.
surface_downward_northward_stress	0.23	.
sst_cruise	0.19	.
surface_downward_eastward_stress	0.19	.
AOU_WOA_clim	0.16	.
vgosa	0.15	.
wind_stress	0.15	-0.126
sst	0.14	.
density_WOA_clim	0.13	.
phosphate_WOA_clim	0.13	.
silicate_WOA_clim	0.09	0.118
PP	0.09	.
eastward_wind	0.07	.
NO3	0.06	.
O2	0.02	.
salinity_WOA_clim	0.01	.
Si	0.01	.
oxygen_WOA_clim	.	.
conductivity_WOA_clim	.	.

KOK1606 bead

alpha coefficients

variable	stab	est
density_WOA_clim	0.88	-0.345
Fe	0.83	0.479
surface_downward_northward_stress	0.78	-0.24
par_9	0.7	-0.109
nitrate_WOA_clim	0.68	-1.068
sss_cruise	0.46	0.252
par_12	0.4	-0.058
northward_wind	0.39	0
sla	0.35	.
wind_speed	0.35	0.054
par_3	0.34	-0.032
ugos	0.29	-0.018
par	0.28	.
phosphate_WOA_clim	0.27	.
sss	0.22	.
ugosa	0.21	.
vgos	0.18	.
wind_stress	0.18	.
vgosa	0.16	.
par_6	0.14	.
sst_cruise	0.09	.
PP	0.08	.
salinity_WOA_clim	0.06	.
surface_downward_eastward_stress	0.06	.
o2sat_WOA_clim	0.05	.
NO3	0.04	.
AOU_WOA_clim	0.03	.
silicate_WOA_clim	0.03	.
PHYC	0.03	.
PO4	0.03	.
eastward_wind	0.02	.
CHL	0.01	.
sst	0.01	.
oxygen_WOA_clim	.	.
conductivity_WOA_clim	.	.
Si	.	.
O2	.	.

KOK1606 pico1_

alpha coefficients

variable	stab	est
sss_cruise	0.99	-0.755
par_9	0.98	-0.292
sst_cruise	0.97	-1.378
nitrate_WOA_clim	0.9	-0.043
par_12	0.88	0.089
par_6	0.87	-0.091
wind_stress	0.86	-0.143
surface_downward_eastward_stress	0.83	0.045
sla	0.82	0.169
par_3	0.73	-0.076
northward_wind	0.73	0.001
CHL	0.71	4.094
par	0.67	0.034
Fe	0.65	0.388
ugosa	0.63	0.058
phosphate_WOA_clim	0.61	-1.166
sss	0.58	-0.012
vgos	0.49	-0.03
PO4	0.46	-0.915
density_WOA_clim	0.42	-0.35
vgosa	0.42	.
wind_speed	0.29	-0.046
surface_downward_northward_stress	0.28	.
ugos	0.25	.
PHYC	0.18	.
PP	0.18	.
silicate_WOA_clim	0.15	.
Si	0.15	.
salinity_WOA_clim	0.12	.
o2sat_WOA_clim	0.11	.
eastward_wind	0.11	.
AOU_WOA_clim	0.09	.
NO3	0.09	.
oxygen_WOA_clim	0.08	.
sst	0.07	.
O2	0.02	.
conductivity_WOA_clim	.	.

KOK1606 rest2_

alpha coefficients

variable	stab	est
sla	0.99	-0.198
northward_wind	0.93	0.104
surface_downward_eastward_stress	0.89	-0.303
par_6	0.83	-0.127
par_12	0.77	-0.099
vgos	0.7	0.022
nitrate_WOA_clim	0.59	0.423
sss_cruise	0.58	-0.628
par	0.52	-0.008
sst	0.44	0.489
par_3	0.43	-0.023
par_9	0.42	-0.014
density_WOA_clim	0.41	0.245
silicate_WOA_clim	0.41	.
ugos	0.32	.
wind_speed	0.28	.
phosphate_WOA_clim	0.25	.
wind_stress	0.24	-0.016
PO4	0.21	.
Fe	0.2	.
AOU_WOA_clim	0.17	-0.04
ugosa	0.15	.
eastward_wind	0.14	0.02
surface_downward_northward_stress	0.12	0.009
o2sat_WOA_clim	0.1	.
PHYC	0.1	.
PP	0.1	.
vgosa	0.1	.
sss	0.08	-0.005
NO3	0.06	.
sst_cruise	0.04	.
CHL	0.03	.
oxygen_WOA_clim	0.01	.
O2	0.01	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
Si	.	.

KOK1606 pico3_

alpha coefficients

variable	stab	est
wind_speed	0.96	-0.251
sss_cruise	0.82	1.08
par_12	0.82	0.014
par_6	0.74	.
sla	0.72	0.038
Fe	0.68	-0.204
par_9	0.66	0.004
nitrate_WOA_clim	0.65	-0.948
northward_wind	0.6	0.086
sss	0.58	0.24
par_3	0.56	0.063
ugosa	0.53	-0.021
par	0.38	.
surface_downward_eastward_stress	0.35	0.296
PHYC	0.34	.
phosphate_WOA_clim	0.24	.
vgos	0.21	.
density_WOA_clim	0.19	0.038
surface_downward_northward_stress	0.19	.
silicate_WOA_clim	0.17	0.241
ugos	0.15	.
PO4	0.12	.
eastward_wind	0.11	.
vgosa	0.1	.
PP	0.09	.
wind_stress	0.09	.
NO3	0.08	.
sst	0.07	.
o2sat_WOA_clim	0.06	.
CHL	0.06	.
O2	0.05	.
AOU_WOA_clim	0.04	.
sst_cruise	0.04	.
salinity_WOA_clim	0.02	.
Si	0.02	.
oxygen_WOA_clim	.	.
conductivity_WOA_clim	.	.

KOK1606 pico2_1

alpha coefficients

variable	stab	est
par_3	1	0.323
par_9	1	0.155
Fe	0.96	0.381
par_6	0.91	0.055
sss_cruise	0.88	0.481
vgosa	0.8	-0.066
sla	0.78	-0.025
surface_downward_eastward_stress	0.78	0.163
nitrate_WOA_clim	0.75	0.237
PO4	0.62	0.161
ugos	0.62	0.02
par	0.59	0.046
wind_speed	0.58	0.091
par_12	0.54	.
sst	0.54	-0.579
silicate_WOA_clim	0.49	-0.236
northward_wind	0.46	-0.104
wind_stress	0.34	.
sss	0.34	.
vgos	0.31	.
surface_downward_northward_stress	0.28	.
o2sat_WOA_clim	0.23	-0.009
PP	0.2	.
sst_cruise	0.19	0.21
NO3	0.16	.
PHYC	0.15	0.053
AOU_WOA_clim	0.13	.
density_WOA_clim	0.13	.
ugosa	0.11	.
eastward_wind	0.09	.
phosphate_WOA_clim	0.08	.
O2	0.07	.
salinity_WOA_clim	0.06	.
CHL	0.06	.
oxygen_WOA_clim	0.04	.
Si	0.03	.
conductivity_WOA_clim	.	.

KOK1606 pro1

alpha coefficients

variable	stab	est
nitrate_WOA_clim	1	-6.542
northward_wind	1	-0.25
par_3	0.97	0.123
Fe	0.97	0.317
par_6	0.94	0.03
sss_cruise	0.91	0.219
sst_cruise	0.85	0.722
surface_downward_eastward_stress	0.84	0.071
ugos	0.83	-0.319
par_9	0.8	0.025
par_12	0.73	.
par	0.65	0.053
sst	0.59	-0.884
sss	0.57	0.639
PO4	0.54	0.305
ugosa	0.53	0.312
sla	0.52	.
wind_speed	0.51	-0.121
density_WOA_clim	0.42	-0.216
o2sat_WOA_clim	0.41	.
CHL	0.34	0.876
phosphate_WOA_clim	0.32	0.675
vgos	0.32	0.024
wind_stress	0.29	.
PP	0.23	0.003
vgosa	0.21	.
eastward_wind	0.17	.
NO3	0.16	.
surface_downward_northward_stress	0.16	.
O2	0.14	.
oxygen_WOA_clim	0.12	.
silicate_WOA_clim	0.09	.
salinity_WOA_clim	0.08	.
AOU_WOA_clim	0.07	.
PHYC	0.07	.
Si	0.02	.
conductivity_WOA_clim	.	.

KOK1606 syn

alpha coefficients

variable	stab	est
Fe	1	-0.74
o2sat_WOA_clim	0.98	-1
ugos	0.96	0.814
PHYC	0.88	2.372
sla	0.87	0.205
par_6	0.83	0.023
par_9	0.82	0.093
sst_cruise	0.8	-0.934
nitrate_WOA_clim	0.78	0.233
eastward_wind	0.77	-0.453
par	0.68	0.073
par_3	0.63	0.056
par_12	0.61	-0.082
vgosa	0.58	0.014
surface_downward_northward_stress	0.52	-0.026
northward_wind	0.51	-0.067
wind_speed	0.48	0.003
PP	0.33	.
PO4	0.32	-0.275
wind_stress	0.31	0.166
sss_cruise	0.28	.
ugosa	0.28	-0.534
phosphate_WOA_clim	0.19	-0.09
surface_downward_eastward_stress	0.19	.
oxygen_WOA_clim	0.15	0.308
sss	0.13	0.065
AOU_WOA_clim	0.12	.
sst	0.12	.
silicate_WOA_clim	0.11	-0.229
NO3	0.11	.
vgos	0.11	.
Si	0.1	.
density_WOA_clim	0.07	.
salinity_WOA_clim	0.05	.
CHL	0.04	.
O2	0.03	.
conductivity_WOA_clim	.	.

KOK1607 rest2_

alpha coefficients

variable	stab	est
density_WOA_clim	0.033	.
sss_cruise	0.022	.
par_3	0.022	.
phosphate_WOA_clim	0.011	.
par	0.011	.
par_9	0.011	.
sst	0.011	.
wind_stress	0.011	.
AOU_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
silicate_WOA_clim	.	.
sst_cruise	.	.
par_6	.	.
par_12	.	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
PO4	.	.
O2	.	.
Fe	.	.
PP	.	.
vgosa	.	.
vgos	.	.
sla	.	.
ugosa	.	.
ugos	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
wind_speed	.	.
surface_downward_northward_stress	.	.
northward_wind	.	.
sss	.	.

KOK1607 bg

alpha coefficients

variable	stab	est
par_9	0.033	.
sss_cruise	0.022	.
par_12	0.022	.
northward_wind	0.022	.
density_WOA_clim	0.011	.
conductivity_WOA_clim	0.011	.
par	0.011	.
par_3	0.011	.
par_6	0.011	.
sst	0.011	.
Fe	0.011	.
vgosa	0.011	.
vgos	0.011	.
ugosa	0.011	.
wind_stress	0.011	.
surface_downward_northward_stress	0.011	.
AOU_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
sst_cruise	.	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
PO4	.	.
O2	.	.
PP	.	.
sla	.	.
ugos	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
wind_speed	.	.
sss	.	.

KOK1607 pico2_1

alpha coefficients

variable	stab	est
par_3	0.163	.
par_9	0.163	.
par_6	0.12	.
par_12	0.109	.
par	0.098	.
sst_cruise	0.087	.
wind_stress	0.087	.
wind_speed	0.054	.
conductivity_WOA_clim	0.043	.
sss_cruise	0.043	.
surface_downward_eastward_stress	0.043	.
surface_downward_northward_stress	0.043	.
density_WOA_clim	0.022	.
sst	0.022	.
AOU_WOA_clim	0.011	.
o2sat_WOA_clim	0.011	.
oxygen_WOA_clim	0.011	.
salinity_WOA_clim	0.011	.
PHYC	0.011	.
PO4	0.011	.
O2	0.011	.
Fe	0.011	.
vgosa	0.011	.
vgos	0.011	.
ugosa	0.011	.
eastward_wind	0.011	.
northward_wind	0.011	.
sss	0.011	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
Si	.	.
NO3	.	.
CHL	.	.
PP	.	.
sla	.	.
ugos	.	.

KOK1607 pico1_

alpha coefficients

variable	stab	est
wind_stress	0.109	.
surface_downward_northward_stress	0.098	.
phosphate_WOA_clim	0.054	.
density_WOA_clim	0.043	.
salinity_WOA_clim	0.043	.
par	0.043	.
par_3	0.033	.
par_12	0.033	.
vgosa	0.033	.
sss_cruise	0.022	.
sst_cruise	0.022	.
northward_wind	0.022	.
AOU_WOA_clim	0.011	.
oxygen_WOA_clim	0.011	.
par_6	0.011	.
sla	0.011	.
ugosa	0.011	.
ugos	0.011	.
eastward_wind	0.011	.
surface_downward_eastward_stress	0.011	.
o2sat_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
silicate_WOA_clim	.	.
par_9	.	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
PO4	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
vgos	.	.
wind_speed	.	.
sss	.	.

KOK1607 bead

alpha coefficients

variable	stab	est
sst_cruise	0.054	.
par_9	0.043	.
par_12	0.033	.
conductivity_WOA_clim	0.022	.
par	0.022	.
wind_stress	0.022	.
density_WOA_clim	0.011	.
oxygen_WOA_clim	0.011	.
nitrate_WOA_clim	0.011	.
sss_cruise	0.011	.
par_3	0.011	.
PHYC	0.011	.
vgosa	0.011	.
ugosa	0.011	.
surface_downward_eastward_stress	0.011	.
AOU_WOA_clim	.	.
o2sat_WOA_clim	.	.
salinity_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
par_6	.	.
Si	.	.
NO3	.	.
CHL	.	.
PO4	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
vgos	.	.
sla	.	.
ugos	.	.
eastward_wind	.	.
wind_speed	.	.
surface_downward_northward_stress	.	.
northward_wind	.	.
sss	.	.

KOK1607 rest1_1

alpha coefficients

variable	stab	est
par_6	0.152	.
par_3	0.141	.
conductivity_WOA_clim	0.12	.
par_9	0.12	.
wind_speed	0.12	.
surface_downward_eastward_stress	0.109	.
par_12	0.076	.
sss_cruise	0.054	.
wind_stress	0.043	.
salinity_WOA_clim	0.033	.
par	0.033	.
vgosa	0.033	.
vgos	0.033	.
ugos	0.033	.
density_WOA_clim	0.022	.
sst_cruise	0.022	.
ugosa	0.022	.
AOU_WOA_clim	0.011	.
oxygen_WOA_clim	0.011	.
phosphate_WOA_clim	0.011	.
Si	0.011	.
Fe	0.011	.
surface_downward_northward_stress	0.011	.
northward_wind	0.011	.
sss	0.011	.
o2sat_WOA_clim	.	.
nitrate_WOA_clim	.	.
silicate_WOA_clim	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
PO4	.	.
O2	.	.
sst	.	.
PP	.	.
sla	.	.
eastward_wind	.	.

KOK1607 rest1_2

alpha coefficients

variable	stab	est
density_WOA_clim	0.098	.
par_9	0.076	.
par	0.065	.
eastward_wind	0.043	.
conductivity_WOA_clim	0.022	.
sst_cruise	0.022	.
surface_downward_northward_stress	0.022	.
salinity_WOA_clim	0.011	.
sss_cruise	0.011	.
par_3	0.011	.
par_12	0.011	.
CHL	0.011	.
PHYC	0.011	.
vgosa	0.011	.
ugosa	0.011	.
wind_stress	0.011	.
wind_speed	0.011	.
sss	0.011	.
AOU_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
par_6	.	.
Si	.	.
NO3	.	.
PO4	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
vgos	.	.
sla	.	.
ugos	.	.
surface_downward_eastward_stress	.	.
northward_wind	.	.

KOK1607 small

alpha coefficients

variable	stab	est
par	0.098	.
par_9	0.098	.
par_3	0.076	.
par_12	0.065	.
density_WOA_clim	0.043	.
ugosa	0.033	.
sss_cruise	0.022	.
ugos	0.022	.
wind_stress	0.022	.
eastward_wind	0.022	.
AOU_WOA_clim	0.011	.
o2sat_WOA_clim	0.011	.
oxygen_WOA_clim	0.011	.
salinity_WOA_clim	0.011	.
conductivity_WOA_clim	0.011	.
phosphate_WOA_clim	0.011	.
par_6	0.011	.
PHYC	0.011	.
vgosa	0.011	.
wind_speed	0.011	.
surface_downward_northward_stress	0.011	.
sss	0.011	.
nitrate_WOA_clim	.	.
silicate_WOA_clim	.	.
sst_cruise	.	.
Si	.	.
NO3	.	.
CHL	.	.
PO4	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
vgos	.	.
sla	.	.
surface_downward_eastward_stress	.	.
northward_wind	.	.

KOK1607 syn

alpha coefficients

variable	stab	est
surface_downward_northward_stress	0.109	.
salinity_WOA_clim	0.087	.
phosphate_WOA_clim	0.054	.
density_WOA_clim	0.033	.
ugosa	0.022	.
ugos	0.022	.
wind_stress	0.022	.
eastward_wind	0.022	.
par_12	0.011	.
surface_downward_eastward_stress	0.011	.
AOU_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
silicate_WOA_clim	.	.
sss_cruise	.	.
sst_cruise	.	.
par	.	.
par_3	.	.
par_6	.	.
par_9	.	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
PO4	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
vgosa	.	.
vgos	.	.
sla	.	.
wind_speed	.	.
northward_wind	.	.
sss	.	.

KOK1607 pro1

alpha coefficients

variable	stab	est
par_12	0.098	.
par	0.076	.
par_3	0.076	.
vgosa	0.076	.
sss_cruise	0.065	.
par_6	0.065	.
par_9	0.065	.
surface_downward_eastward_stress	0.065	.
vgos	0.054	.
eastward_wind	0.054	.
conductivity_WOA_clim	0.033	.
sst_cruise	0.033	.
northward_wind	0.033	.
Si	0.022	.
ugosa	0.022	.
PO4	0.011	.
O2	0.011	.
ugos	0.011	.
surface_downward_northward_stress	0.011	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
sst	.	.
Fe	.	.
PP	.	.
sla	.	.
wind_stress	.	.
wind_speed	.	.
sss	.	.

KOK1608 pico2_2

alpha coefficients

variable	stab	est
par_3	0.37	.
par_9	0.23	.
par_6	0.2	.
Si	0.17	.
par	0.15	.
par_12	0.13	.
vgos	0.13	.
northward_wind	0.13	.
surface_downward_northward_stress	0.09	.
silicate_WOA_clim	0.08	.
wind_stress	0.07	.
sss	0.06	.
eastward_wind	0.05	.
o2sat_WOA_clim	0.04	.
sss_cruise	0.04	.
ugosa	0.04	.
surface_downward_eastward_stress	0.04	.
AOU_WOA_clim	0.03	.
sst_cruise	0.03	.
O2	0.03	.
Fe	0.03	.
CHL	0.02	.
PHYC	0.01	.
PO4	0.01	.
vgosa	0.01	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
NO3	.	.
sst	.	.
PP	.	.
sla	.	.
ugos	.	.
wind_speed	.	.

KOK1608 croco

alpha coefficients

variable	stab	est
par_9	0.38	.
northward_wind	0.38	.
vgos	0.15	.
par_6	0.13	.
par_12	0.12	.
par_3	0.11	.
o2sat_WOA_clim	0.1	.
sss	0.1	.
sst_cruise	0.06	.
Si	0.06	.
par	0.05	.
wind_stress	0.05	.
surface_downward_northward_stress	0.05	.
sss_cruise	0.03	.
CHL	0.03	.
Fe	0.03	.
AOU_WOA_clim	0.02	.
O2	0.02	.
nitrate_WOA_clim	0.01	.
PO4	0.01	.
vgosa	0.01	.
surface_downward_eastward_stress	0.01	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
NO3	.	.
PHYC	.	.
sst	.	.
PP	.	.
sla	.	.
ugosa	.	.
ugos	.	.
eastward_wind	.	.
wind_speed	.	.

KOK1608 pico1_

alpha coefficients

variable	stab	est
surface_downward_northward_stress	0.28	.
wind_stress	0.24	.
sss_cruise	0.15	.
sss	0.13	.
vgos	0.11	.
surface_downward_eastward_stress	0.08	.
par_9	0.07	.
eastward_wind	0.06	.
par	0.05	.
Si	0.04	.
ugosa	0.04	.
northward_wind	0.04	.
par_3	0.03	.
par_6	0.03	.
par_12	0.02	.
PHYC	0.02	.
o2sat_WOA_clim	0.01	.
silicate_WOA_clim	0.01	.
sst_cruise	0.01	.
Fe	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
NO3	.	.
CHL	.	.
PO4	.	.
O2	.	.
sst	.	.
PP	.	.
vgosa	.	.
sla	.	.
ugos	.	.
wind_speed	.	.

KOK1608 bead

alpha coefficients

variable	stab	est
par_6	0.11	.
wind_stress	0.11	.
par_9	0.1	.
surface_downward_eastward_stress	0.07	.
eastward_wind	0.06	.
sss	0.06	.
sss_cruise	0.05	.
par_3	0.05	.
surface_downward_northward_stress	0.04	.
par	0.03	.
par_12	0.03	.
northward_wind	0.03	.
o2sat_WOA_clim	0.02	.
vgos	0.02	.
AOU_WOA_clim	0.01	.
silicate_WOA_clim	0.01	.
sst_cruise	0.01	.
Si	0.01	.
CHL	0.01	.
PO4	0.01	.
O2	0.01	.
ugosa	0.01	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
NO3	.	.
PHYC	.	.
sst	.	.
Fe	.	.
PP	.	.
vgosa	.	.
sla	.	.
ugos	.	.
wind_speed	.	.

KOK1608 pico2_1

alpha coefficients

variable	stab	est
par_6	0.29	.
par_3	0.22	.
Si	0.14	.
par_9	0.11	.
sss_cruise	0.07	.
par_12	0.07	.
wind_stress	0.07	.
sss	0.07	.
par	0.05	.
vgos	0.05	.
surface_downward_northward_stress	0.05	.
northward_wind	0.04	.
eastward_wind	0.03	.
surface_downward_eastward_stress	0.03	.
o2sat_WOA_clim	0.02	.
silicate_WOA_clim	0.02	.
Fe	0.02	.
AOU_WOA_clim	0.01	.
phosphate_WOA_clim	0.01	.
sst_cruise	0.01	.
PO4	0.01	.
ugosa	0.01	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
O2	.	.
sst	.	.
PP	.	.
vgosa	.	.
sla	.	.
ugos	.	.
wind_speed	.	.

KOK1608 rest1_1

alpha coefficients

variable	stab	est
par_3	0.2	.
eastward_wind	0.16	.
par_6	0.14	.
par_9	0.12	.
par	0.1	.
sss	0.09	.
sss_cruise	0.06	.
sst_cruise	0.05	.
silicate_WOA_clim	0.03	.
PHYC	0.03	.
surface_downward_northward_stress	0.03	.
northward_wind	0.03	.
o2sat_WOA_clim	0.02	.
par_12	0.02	.
CHL	0.02	.
AOU_WOA_clim	0.01	.
PO4	0.01	.
vgos	0.01	.
surface_downward_eastward_stress	0.01	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
Si	.	.
NO3	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
vgosa	.	.
sla	.	.
ugosa	.	.
ugos	.	.
wind_stress	.	.
wind_speed	.	.

KOK1608 rest1_2

alpha coefficients

variable	stab	est
surface_downward_northward_stress	0.13	.
par_3	0.12	.
wind_stress	0.09	.
sss	0.09	.
par_6	0.07	.
Si	0.07	.
sss_cruise	0.06	.
par	0.06	.
o2sat_WOA_clim	0.05	.
sst_cruise	0.05	.
par_9	0.05	.
vgos	0.05	.
eastward_wind	0.05	.
par_12	0.04	.
northward_wind	0.04	.
silicate_WOA_clim	0.02	.
ugosa	0.02	.
CHL	0.01	.
PHYC	0.01	.
Fe	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
NO3	.	.
PO4	.	.
O2	.	.
sst	.	.
PP	.	.
vgosa	.	.
sla	.	.
ugos	.	.
surface_downward_eastward_stress	.	.
wind_speed	.	.

KOK1608 bg

alpha coefficients

variable	stab	est
surface_downward_northward_stress	0.3	.
par_3	0.14	.
wind_stress	0.11	.
par_9	0.1	.
sss	0.09	.
par_6	0.08	.
Si	0.07	.
vgos	0.06	.
northward_wind	0.06	.
par_12	0.05	.
par	0.04	.
o2sat_WOA_clim	0.03	.
sss_cruise	0.03	.
sst_cruise	0.02	.
PHYC	0.02	.
ugosa	0.02	.
eastward_wind	0.02	.
surface_downward_eastward_stress	0.02	.
silicate_WOA_clim	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
NO3	.	.
CHL	.	.
PO4	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
vgosa	.	.
sla	.	.
ugos	.	.
wind_speed	.	.

KOK1608 rest2_

alpha coefficients

variable	stab	est
par_6	0.19	.
surface_downward_northward_stress	0.17	.
northward_wind	0.13	.
sss	0.1	.
par_3	0.09	.
Si	0.08	.
vgos	0.07	.
par_9	0.06	.
wind_stress	0.06	.
sss_cruise	0.04	.
o2sat_WOA_clim	0.03	.
sst_cruise	0.03	.
par	0.03	.
silicate_WOA_clim	0.02	.
ugosa	0.02	.
eastward_wind	0.02	.
par_12	0.01	.
Fe	0.01	.
surface_downward_eastward_stress	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
PO4	.	.
O2	.	.
sst	.	.
PP	.	.
vgosa	.	.
sla	.	.
ugos	.	.
wind_speed	.	.

KOK1608 pro1

alpha coefficients

variable	stab	est
par_9	0.23	.
par_6	0.22	.
sss	0.17	.
northward_wind	0.13	.
sss_cruise	0.09	.
par	0.06	.
par_12	0.05	.
par_3	0.04	.
Si	0.04	.
o2sat_WOA_clim	0.03	.
vgos	0.02	.
eastward_wind	0.02	.
surface_downward_northward_stress	0.02	.
silicate_WOA_clim	0.01	.
sst_cruise	0.01	.
CHL	0.01	.
PHYC	0.01	.
surface_downward_eastward_stress	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
NO3	.	.
PO4	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
vgosa	.	.
sla	.	.
ugosa	.	.
ugos	.	.
wind_stress	.	.
wind_speed	.	.

KOK1609 pico2_1

alpha coefficients

variable	stab	est
par_3	0.66	0.478
par_9	0.64	0.215
par_12	0.59	0.226
ugosa	0.54	0.53
par	0.49	0.052
par_6	0.44	.
nitrate_WOA_clim	0.4	-6.694
sst_cruise	0.4	0.366
vgosa	0.39	0.086
surface_downward_northward_stress	0.36	-0.089
CHL	0.33	.
sss_cruise	0.27	.
northward_wind	0.25	.
conductivity_WOA_clim	0.19	.
ugos	0.19	.
wind_stress	0.14	.
PO4	0.13	.
sss	0.12	.
eastward_wind	0.1	.
o2sat_WOA_clim	0.08	.
wind_speed	0.08	.
Si	0.06	.
AOU_WOA_clim	0.04	.
vgos	0.04	.
oxygen_WOA_clim	0.03	.
sst	0.03	.
sla	0.03	.
Fe	0.02	.
PP	0.02	.
surface_downward_eastward_stress	0.02	.
density_WOA_clim	0.01	.
phosphate_WOA_clim	0.01	.
PHYC	0.01	.
O2	0.01	.
salinity_WOA_clim	.	.
silicate_WOA_clim	.	.
NO3	.	.

KOK1609 rest1_2

alpha coefficients

variable	stab	est
par_9	0.31	.
par	0.27	-0.09
par_6	0.25	.
par_3	0.21	.
nitrate_WOA_clim	0.2	.
par_12	0.18	.
ugosa	0.18	.
sss_cruise	0.17	.
CHL	0.17	.
ugos	0.13	0.088
sst_cruise	0.12	.
wind_speed	0.11	.
eastward_wind	0.08	0.049
surface_downward_northward_stress	0.08	.
vgos	0.06	.
conductivity_WOA_clim	0.05	.
O2	0.05	.
northward_wind	0.05	.
Si	0.04	.
vgosa	0.04	.
wind_stress	0.04	.
silicate_WOA_clim	0.02	.
PHYC	0.02	.
PO4	0.02	.
sst	0.02	.
PP	0.02	.
surface_downward_eastward_stress	0.02	.
AOU_WOA_clim	0.01	.
density_WOA_clim	0.01	.
o2sat_WOA_clim	0.01	.
salinity_WOA_clim	0.01	.
oxygen_WOA_clim	.	.
phosphate_WOA_clim	.	.
NO3	.	.
Fe	.	.
sla	.	.
sss	.	.

KOK1609 pico1_

alpha coefficients

variable	stab	est
ugosa	0.47	-0.231
par_6	0.41	0.088
nitrate_WOA_clim	0.38	-1.674
surface_downward_northward_stress	0.31	0.02
CHL	0.3	2.333
par_3	0.28	.
par_12	0.28	.
sss_cruise	0.23	.
par	0.23	.
Si	0.21	.
PO4	0.19	0.403
par_9	0.17	.
conductivity_WOA_clim	0.16	.
vgosa	0.15	.
wind_speed	0.15	.
eastward_wind	0.11	.
O2	0.09	.
o2sat_WOA_clim	0.07	.
ugos	0.06	.
sst_cruise	0.05	.
vgos	0.04	.
northward_wind	0.04	.
AOU_WOA_clim	0.03	.
surface_downward_eastward_stress	0.03	.
sss	0.03	.
silicate_WOA_clim	0.02	.
wind_stress	0.02	.
density_WOA_clim	0.01	.
oxygen_WOA_clim	0.01	.
salinity_WOA_clim	0.01	.
phosphate_WOA_clim	0.01	.
PHYC	0.01	.
sst	0.01	.
PP	0.01	.
NO3	.	.
Fe	.	.
sla	.	.

KOK1609 croco

alpha coefficients

variable	stab	est
par_3	0.7	0.69
CHL	0.59	55.727
par_12	0.55	0.255
conductivity_WOA_clim	0.44	-6.874
par	0.44	0.074
par_9	0.44	0.174
northward_wind	0.43	0.16
sss_cruise	0.36	.
par_6	0.35	.
wind_stress	0.33	0.211
ugosa	0.31	.
vgosa	0.28	.
nitrate_WOA_clim	0.27	.
eastward_wind	0.25	.
PO4	0.24	-0.129
ugos	0.21	.
sst	0.16	.
o2sat_WOA_clim	0.14	.
sst_cruise	0.12	.
AOU_WOA_clim	0.11	.
phosphate_WOA_clim	0.09	.
surface_downward_northward_stress	0.09	.
oxygen_WOA_clim	0.08	.
vgos	0.08	.
surface_downward_eastward_stress	0.08	.
wind_speed	0.06	.
density_WOA_clim	0.04	.
salinity_WOA_clim	0.03	.
PP	0.03	.
sss	0.03	.
Si	0.02	.
Fe	0.02	.
silicate_WOA_clim	0.01	.
NO3	.	.
PHYC	.	.
O2	.	.
sla	.	.

KOK1609 syn

alpha coefficients

variable	stab	est
CHL	0.32	-10.723
sss_cruise	0.29	-1.46
par_3	0.25	.
surface_downward_northward_stress	0.24	.
ugosa	0.2	.
par_9	0.19	.
par_12	0.18	.
wind_stress	0.16	0.266
wind_speed	0.16	.
nitrate_WOA_clim	0.12	.
par_6	0.12	.
conductivity_WOA_clim	0.1	.
o2sat_WOA_clim	0.08	.
par	0.07	.
Si	0.07	.
surface_downward_eastward_stress	0.06	.
northward_wind	0.06	.
oxygen_WOA_clim	0.05	.
eastward_wind	0.05	.
PO4	0.04	.
ugos	0.04	.
AOU_WOA_clim	0.03	.
phosphate_WOA_clim	0.03	.
vgosa	0.03	.
vgos	0.03	.
sss	0.03	.
sst_cruise	0.02	.
O2	0.02	.
density_WOA_clim	0.01	.
sst	0.01	.
salinity_WOA_clim	.	.
silicate_WOA_clim	.	.
NO3	.	.
PHYC	.	.
Fe	.	.
PP	.	.
sla	.	.

KOK1609 rest2_

alpha coefficients

variable	stab	est
par_9	0.55	-0.01
par_6	0.51	-0.066
par	0.25	-0.04
par_3	0.25	-0.018
CHL	0.14	.
surface_downward_northward_stress	0.13	.
sss_cruise	0.11	.
PO4	0.11	.
nitrate_WOA_clim	0.09	.
ugosa	0.07	.
eastward_wind	0.06	.
surface_downward_eastward_stress	0.06	.
par_12	0.05	.
ugos	0.05	.
Si	0.03	.
vgosa	0.03	.
wind_stress	0.03	.
conductivity_WOA_clim	0.02	.
PP	0.02	.
northward_wind	0.02	.
o2sat_WOA_clim	0.01	.
silicate_WOA_clim	0.01	.
sst_cruise	0.01	.
vgos	0.01	.
wind_speed	0.01	.
sss	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
phosphate_WOA_clim	.	.
NO3	.	.
PHYC	.	.
O2	.	.
sst	.	.
Fe	.	.
sla	.	.

KOK1609 pro1

alpha coefficients

variable	stab	est
par_6	0.61	0.122
sss_cruise	0.6	4.08
CHL	0.58	-20.898
par_12	0.57	-0.038
par_3	0.56	0.146
par_9	0.5	0.103
nitrate_WOA_clim	0.46	12.341
par	0.43	0.043
ugosa	0.38	0.015
wind_speed	0.32	-0.317
Si	0.31	-0.368
wind_stress	0.31	.
conductivity_WOA_clim	0.29	.
sss	0.29	0.282
ugos	0.23	0.291
surface_downward_northward_stress	0.19	-0.017
vgosa	0.16	.
o2sat_WOA_clim	0.15	.
northward_wind	0.11	0
vgos	0.09	.
surface_downward_eastward_stress	0.09	.
eastward_wind	0.08	.
oxygen_WOA_clim	0.04	.
sst_cruise	0.04	.
PO4	0.04	.
AOU_WOA_clim	0.03	.
phosphate_WOA_clim	0.02	.
O2	0.02	.
density_WOA_clim	0.01	.
PHYC	0.01	.
sst	0.01	.
Fe	0.01	.
PP	0.01	.
salinity_WOA_clim	.	.
silicate_WOA_clim	.	.
NO3	.	.
sla	.	.

KOK1609 bg2

alpha coefficients

variable	stab	est
par	0.3	.
ugosa	0.27	.
par_3	0.26	.
nitrate_WOA_clim	0.24	.
sss_cruise	0.22	-0.354
par_6	0.22	.
wind_speed	0.21	.
par_9	0.18	.
conductivity_WOA_clim	0.11	.
Si	0.11	.
CHL	0.08	.
wind_stress	0.08	.
par_12	0.07	.
vgosa	0.07	.
ugos	0.07	.
PO4	0.05	.
surface_downward_northward_stress	0.05	.
o2sat_WOA_clim	0.04	.
sst_cruise	0.04	.
vgos	0.03	.
eastward_wind	0.03	.
O2	0.02	.
oxygen_WOA_clim	0.01	.
Fe	0.01	.
PP	0.01	.
surface_downward_eastward_stress	0.01	.
sss	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
salinity_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
NO3	.	.
PHYC	.	.
sst	.	.
sla	.	.
northward_wind	.	.

KOK1609 rest1_1

alpha coefficients

variable	stab	est
par_9	0.34	-0.006
par	0.33	-0.049
par_6	0.3	-0.019
nitrate_WOA_clim	0.27	2.595
ugosa	0.27	-0.009
par_3	0.26	.
par_12	0.21	.
sst_cruise	0.17	-0.245
Si	0.13	.
CHL	0.13	.
vgosa	0.09	.
ugos	0.09	.
sss_cruise	0.07	.
wind_stress	0.07	.
eastward_wind	0.07	.
northward_wind	0.07	.
surface_downward_eastward_stress	0.06	.
surface_downward_northward_stress	0.06	.
sss	0.06	.
conductivity_WOA_clim	0.05	.
PO4	0.04	.
O2	0.04	.
wind_speed	0.04	.
o2sat_WOA_clim	0.03	.
vgos	0.03	.
AOU_WOA_clim	0.01	.
silicate_WOA_clim	0.01	.
PHYC	0.01	.
sst	0.01	.
PP	0.01	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
phosphate_WOA_clim	.	.
NO3	.	.
Fe	.	.
sla	.	.

KOK1609 bg1

alpha coefficients

variable	stab	est
par_9	0.3	-0.002
par_6	0.22	-0.033
par	0.19	.
nitrate_WOA_clim	0.17	.
CHL	0.17	.
sss_cruise	0.16	.
wind_speed	0.15	.
par_3	0.14	.
ugosa	0.12	.
wind_stress	0.12	.
par_12	0.11	.
PO4	0.1	.
conductivity_WOA_clim	0.08	.
Si	0.08	.
surface_downward_northward_stress	0.07	.
ugos	0.06	.
eastward_wind	0.05	.
vgosa	0.04	.
sst_cruise	0.03	.
O2	0.03	.
vgos	0.03	.
AOU_WOA_clim	0.02	.
o2sat_WOA_clim	0.02	.
surface_downward_eastward_stress	0.02	.
sss	0.02	.
density_WOA_clim	0.01	.
oxygen_WOA_clim	0.01	.
sst	0.01	.
PP	0.01	.
northward_wind	0.01	.
salinity_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
NO3	.	.
PHYC	.	.
Fe	.	.
sla	.	.

MGL1704 pico2_1

alpha coefficients

variable	stab	est
par	0.98	0.142
Si	0.97	1.393
surface_downward_eastward_stress	0.97	1.287
par_9	0.94	0.139
sla	0.93	0.017
par_6	0.91	-0.002
eastward_wind	0.90	-0.895
northward_wind	0.90	0.543
ugosa	0.89	0.533
vgos	0.88	0.23
silicate_WOA_clim	0.85	-1.349
o2sat_WOA_clim	0.83	0.493
sss_cruise	0.82	0.001
par_3	0.81	0.019
CHL	0.79	-3.856
par_12	0.77	.
sst_cruise	0.75	-0.567
surface_downward_northward_stress	0.75	-0.412
sss	0.75	0.954
wind_speed	0.69	-0.086
sst	0.67	0.554
ugos	0.62	-0.475
nitrate_WOA_clim	0.59	0.455
PP	0.58	0.181
Fe	0.57	0.179
PO4	0.50	0.165
PHYC	0.48	-0.427
O2	0.46	0.411
wind_stress	0.44	0.006
vgosa	0.42	.
AOU_WOA_clim	0.41	-0.004
density_WOA_clim	0.40	.
salinity_WOA_clim	0.22	.
phosphate_WOA_clim	0.21	.
NO3	0.10	.
conductivity_WOA_clim	0.09	.
oxygen_WOA_clim	0.08	.

MGL1704 bg2

alpha coefficients

variable	stab	est
northward_wind	0.84	0.281
par_12	0.82	-0.166
sss_cruise	0.78	-0.015
sla	0.78	0.031
par_3	0.76	-0.087
par_6	0.71	-0.106
silicate_WOA_clim	0.7	-0.28
par	0.69	0.008
ugosa	0.69	0.432
Fe	0.68	-0.235
par_9	0.66	0.029
CHL	0.65	3.836
Si	0.64	.
PP	0.64	0.258
wind_speed	0.64	.
density_WOA_clim	0.63	-0.507
eastward_wind	0.61	.
surface_downward_eastward_stress	0.56	0.028
sst_cruise	0.55	0.837
surface_downward_northward_stress	0.54	-0.151
vgos	0.48	.
o2sat_WOA_clim	0.47	-0.001
salinity_WOA_clim	0.41	-0.915
ugos	0.41	-0.307
phosphate_WOA_clim	0.36	0.034
sst	0.36	-0.017
sss	0.36	.
nitrate_WOA_clim	0.35	0.069
wind_stress	0.32	.
AOU_WOA_clim	0.3	0.028
vgosa	0.26	.
PO4	0.25	.
O2	0.14	.
NO3	0.07	.
PHYC	0.05	.
conductivity_WOA_clim	0.02	.
oxygen_WOA_clim	.	.

MGL1704 syn

alpha coefficients

variable	stab	est
nitrate_WOA_clim	1	-2.264
sla	1	-1.198
wind_stress	0.97	-0.825
Si	0.95	3.82
northward_wind	0.94	-0.374
par_9	0.92	0.118
ugos	0.9	0.224
surface_downward_eastward_stress	0.89	-0.565
par	0.87	0.144
par_12	0.86	0.066
par_6	0.8	0.047
par_3	0.74	-0.032
sst_cruise	0.73	-0.415
wind_speed	0.67	0.554
silicate_WOA_clim	0.59	-0.157
vgosa	0.58	0.044
PP	0.57	-0.363
sss	0.56	-0.986
sss_cruise	0.54	0.044
Fe	0.51	-0.055
o2sat_WOA_clim	0.5	.
surface_downward_northward_stress	0.5	.
vgos	0.38	.
eastward_wind	0.32	0.089
salinity_WOA_clim	0.3	0.223
sst	0.24	.
CHL	0.23	.
ugosa	0.22	.
AOU_WOA_clim	0.21	0.02
phosphate_WOA_clim	0.14	.
PO4	0.12	.
NO3	0.11	.
oxygen_WOA_clim	0.08	.
O2	0.08	.
conductivity_WOA_clim	0.02	.
PHYC	0.02	.
density_WOA_clim	.	.

MGL1704 rest1_1

alpha coefficients

variable	stab	est
par_3	0.89	-0.087
par	0.79	-0.046
wind_speed	0.79	0.054
sss_cruise	0.76	0.137
sla	0.75	-0.148
northward_wind	0.68	0.001
Si	0.61	-0.226
density_WOA_clim	0.6	0.107
Fe	0.6	-0.026
surface_downward_northward_stress	0.59	0.164
par_12	0.58	.
ugosa	0.58	-0.197
silicate_WOA_clim	0.57	0.157
par_9	0.56	-0.022
o2sat_WOA_clim	0.53	.
par_6	0.53	0.002
ugos	0.52	0.207
CHL	0.51	.
eastward_wind	0.46	-0.019
vgos	0.45	0.009
AOU_WOA_clim	0.4	.
vgosa	0.4	.
PP	0.38	.
PO4	0.36	.
sst_cruise	0.35	.
salinity_WOA_clim	0.3	.
nitrate_WOA_clim	0.3	.
surface_downward_eastward_stress	0.27	.
O2	0.24	0.037
wind_stress	0.23	-0.01
sss	0.15	.
sst	0.13	0.012
phosphate_WOA_clim	0.07	.
NO3	0.07	.
PHYC	0.05	.
conductivity_WOA_clim	0.01	.
oxygen_WOA_clim	.	.

MGL1704 bg1

alpha coefficients

variable	stab	est
silicate_WOA_clim	0.89	0.814
o2sat_WOA_clim	0.87	-0.132
par_6	0.84	-0.1
sss_cruise	0.77	-0.001
Si	0.74	-1.038
CHL	0.73	2.397
par_3	0.64	-0.019
AOU_WOA_clim	0.54	0.021
eastward_wind	0.53	0.003
par_9	0.51	-0.005
sla	0.5	-0.085
northward_wind	0.49	.
Fe	0.47	-0.129
wind_speed	0.47	0.023
par_12	0.46	.
PP	0.37	0.02
par	0.36	.
vgos	0.33	.
ugos	0.32	.
nitrate_WOA_clim	0.3	.
PO4	0.28	0.001
density_WOA_clim	0.27	0.023
ugosa	0.24	.
surface_downward_northward_stress	0.2	.
sst_cruise	0.18	.
O2	0.18	0.006
wind_stress	0.18	.
vgosa	0.16	-0.026
surface_downward_eastward_stress	0.06	.
salinity_WOA_clim	0.04	.
phosphate_WOA_clim	0.04	.
sst	0.04	.
oxygen_WOA_clim	0.01	.
sss	0.01	.
conductivity_WOA_clim	.	.
NO3	.	.
PHYC	.	.

MGL1704 pico3_

alpha coefficients

variable	stab	est
par_9	0.96	-0.209
o2sat_WOA_clim	0.94	0.97
PP	0.94	-1.081
sss_cruise	0.86	-0.025
northward_wind	0.85	0.329
par	0.77	-0.073
silicate_WOA_clim	0.73	-1.298
par_3	0.72	-0.019
par_6	0.71	0.04
sla	0.69	0.002
par_12	0.65	.
vgosa	0.65	-0.152
ugosa	0.65	-0.103
wind_stress	0.60	.
wind_speed	0.60	-0.194
density_WOA_clim	0.59	-0.64
AOU_WOA_clim	0.57	-0.036
PO4	0.57	-0.37
ugos	0.57	.
Si	0.56	1.757
CHL	0.55	3.746
eastward_wind	0.50	.
surface_downward_northward_stress	0.48	-0.216
nitrate_WOA_clim	0.45	.
sss	0.42	0.285
sst_cruise	0.41	.
sst	0.39	-0.465
surface_downward_eastward_stress	0.39	.
Fe	0.32	.
vgos	0.29	0.026
NO3	0.24	-0.316
phosphate_WOA_clim	0.10	.
conductivity_WOA_clim	0.07	.
salinity_WOA_clim	0.05	.
PHYC	0.05	.
O2	0.04	.
oxygen_WOA_clim	0.03	.

MGL1704 rest1_2

alpha coefficients

variable	stab	est
sss_cruise	0.97	0.132
ugos	0.96	0.215
wind_speed	0.94	0.145
par_6	0.92	-0.156
par_3	0.74	0.037
par_9	0.74	.
vgos	0.72	-0.167
silicate_WOA_clim	0.71	0.253
nitrate_WOA_clim	0.69	0.103
Fe	0.68	0.214
Si	0.65	0.885
eastward_wind	0.63	-0.073
par	0.62	.
surface_downward_eastward_stress	0.62	-0.089
surface_downward_northward_stress	0.61	0.006
par_12	0.60	-0.031
sla	0.60	-0.002
ugosa	0.59	-0.132
CHL	0.56	-0.005
PP	0.56	-0.237
sss	0.49	-0.186
PO4	0.45	-0.512
wind_stress	0.37	.
northward_wind	0.36	.
sst_cruise	0.35	0.032
AOU_WOA_clim	0.34	-0.063
vgosa	0.32	.
salinity_WOA_clim	0.29	-0.148
sst	0.25	.
o2sat_WOA_clim	0.22	.
density_WOA_clim	0.20	.
phosphate_WOA_clim	0.20	.
oxygen_WOA_clim	0.18	.
conductivity_WOA_clim	0.12	.
PHYC	0.08	.
O2	0.07	.
NO3	0.03	.

MGL1704 rest2_

alpha coefficients

variable	stab	est
par_9	0.98	-0.113
wind_stress	0.98	0.16
sss_cruise	0.96	0.074
silicate_WOA_clim	0.95	2.224
northward_wind	0.95	-0.152
sst_cruise	0.94	0.636
par_3	0.89	0.118
par_12	0.89	-0.071
par	0.88	-0.107
sla	0.88	0.122
par_6	0.86	-0.16
surface_downward_eastward_stress	0.85	0.409
sst	0.83	0.81
o2sat_WOA_clim	0.8	0.342
eastward_wind	0.71	0.005
vgosa	0.7	-0.079
AOU_WOA_clim	0.66	-0.146
surface_downward_northward_stress	0.66	0.115
Si	0.63	-0.703
Fe	0.62	0.258
vgos	0.61	-0.277
ugos	0.58	0.045
PP	0.53	0.058
PHYC	0.44	0.436
wind_speed	0.41	-0.041
density_WOA_clim	0.4	.
ugosa	0.39	.
CHL	0.35	0.354
phosphate_WOA_clim	0.33	.
sss	0.29	-0.049
nitrate_WOA_clim	0.25	0.001
PO4	0.22	.
O2	0.15	.
salinity_WOA_clim	0.14	-0.023
oxygen_WOA_clim	0.11	0.034
conductivity_WOA_clim	.	.
NO3	.	.

MGL1704 pico1_

alpha coefficients

variable	stab	est
par_9	0.94	0.31
ugos	0.94	-0.667
par_12	0.92	0.018
sss_cruise	0.91	-0.128
sla	0.91	0.763
o2sat_WOA_clim	0.89	-1.972
silicate_WOA_clim	0.87	-2.949
par	0.85	0.101
par_6	0.85	0.072
density_WOA_clim	0.82	3.787
par_3	0.82	0.22
eastward_wind	0.81	-0.982
wind_speed	0.81	-0.894
sst_cruise	0.80	-3.745
sss	0.79	4.581
wind_stress	0.67	0.893
sst	0.62	-1.326
PHYC	0.61	4.619
vgosa	0.61	0.3
surface_downward_northward_stress	0.61	.
surface_downward_eastward_stress	0.59	1.275
northward_wind	0.58	-0.27
Si	0.57	.
ugosa	0.57	0.132
CHL	0.56	-4.739
PO4	0.56	-0.782
PP	0.55	.
Fe	0.52	1.944
AOU_WOA_clim	0.45	0.014
vgos	0.41	.
phosphate_WOA_clim	0.38	.
nitrate_WOA_clim	0.27	-0.248
salinity_WOA_clim	0.14	.
NO3	0.08	.
O2	0.08	.
conductivity_WOA_clim	0.07	.
oxygen_WOA_clim	0.01	.

MGL1704 pro1

alpha coefficients

variable	stab	est
phosphate_WOA_clim	1.00	-1.835
par_6	0.99	0.11
northward_wind	0.99	-0.5
sla	0.93	-0.197
salinity_WOA_clim	0.91	1.516
sst_cruise	0.90	1.096
par	0.88	-0.069
NO3	0.85	1.088
wind_speed	0.83	.
ugos	0.79	-0.067
eastward_wind	0.79	0.244
silicate_WOA_clim	0.75	3.764
surface_downward_eastward_stress	0.73	-0.249
par_3	0.71	0.036
par_9	0.71	.
PHYC	0.69	-0.782
par_12	0.68	0.001
PO4	0.68	1.082
O2	0.67	-0.913
sss_cruise	0.64	-0.092
vgosa	0.58	.
Fe	0.52	.
sss	0.50	-0.212
conductivity_WOA_clim	0.48	.
o2sat_WOA_clim	0.44	-0.083
CHL	0.44	.
ugosa	0.42	.
wind_stress	0.40	-0.306
vgos	0.36	-0.029
AOU_WOA_clim	0.35	.
surface_downward_northward_stress	0.26	.
density_WOA_clim	0.25	.
sst	0.23	.
PP	0.19	.
Si	0.06	.
oxygen_WOA_clim	0.03	.
nitrate_WOA_clim	0.01	.

KM1708 bg2

alpha coefficients

variable	stab	est
par_6	0.16	-0.045
sst_cruise	0.11	-0.366
par_3	0.11	-0.058
par_9	0.1	.
par_12	0.05	.
sss_cruise	0.04	.
par	0.04	-0.005
vgos	0.04	.
wind_stress	0.04	.
O2	0.03	-0.012
sst	0.03	0.774
silicate_WOA_clim	0.02	.
vgosa	0.02	.
ugos	0.02	0.032
eastward_wind	0.02	.
surface_downward_northward_stress	0.02	.
o2sat_WOA_clim	0.01	.
oxygen_WOA_clim	0.01	.
salinity_WOA_clim	0.01	.
nitrate_WOA_clim	0.01	.
Fe	0.01	.
northward_wind	0.01	.
sss	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
conductivity_WOA_clim	.	.
phosphate_WOA_clim	.	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
PO4	.	.
PP	.	.
sla	.	.
ugosa	.	.
surface_downward_eastward_stress	.	.
wind_speed	.	.

KM1708 bead

alpha coefficients

variable	stab	est
par_6	0.11	.
sst_cruise	0.1	-0.437
par_9	0.1	-0.015
par_12	0.09	0.024
sss_cruise	0.08	-0.878
par	0.07	.
par_3	0.06	.
ugos	0.06	.
surface_downward_northward_stress	0.06	0.178
vgosa	0.05	.
eastward_wind	0.05	.
vgos	0.04	0.013
AOU_WOA_clim	0.03	.
phosphate_WOA_clim	0.03	.
sst	0.03	.
northward_wind	0.03	.
o2sat_WOA_clim	0.02	.
silicate_WOA_clim	0.02	.
ugosa	0.02	.
wind_stress	0.02	.
surface_downward_eastward_stress	0.02	.
wind_speed	0.02	.
sss	0.02	0.02
Si	0.01	.
PO4	0.01	.
O2	0.01	.
sla	0.01	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	-0.068
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	-0.276
NO3	.	.
CHL	.	.
PHYC	.	.
Fe	.	.
PP	.	.

KM1708 croco

alpha coefficients

variable	stab	est
par_9	0.49	0.289
par_3	0.47	0.203
AOU_WOA_clim	0.41	-3.269
par	0.34	0.337
CHL	0.32	57.919
par_6	0.25	0.191
sss	0.2	.
sss_cruise	0.19	-0.8
par_12	0.19	0.172
oxygen_WOA_clim	0.1	1.841
sst_cruise	0.1	-0.428
Si	0.09	23.291
vgos	0.09	.
ugosa	0.09	-0.009
wind_stress	0.09	0.097
northward_wind	0.09	-0.002
phosphate_WOA_clim	0.08	.
vgosa	0.08	.
surface_downward_northward_stress	0.08	.
eastward_wind	0.07	.
wind_speed	0.07	.
ugos	0.06	.
conductivity_WOA_clim	0.05	.
silicate_WOA_clim	0.04	.
sst	0.03	.
o2sat_WOA_clim	0.02	.
PO4	0.02	-9.753
O2	0.01	2.183
Fe	0.01	.
surface_downward_eastward_stress	0.01	.
density_WOA_clim	.	.
salinity_WOA_clim	.	.
nitrate_WOA_clim	.	.
NO3	.	.
PHYC	.	.
PP	.	.
sla	.	.

KM1708 bg1

alpha coefficients

variable	stab	est
par_6	0.21	0
par	0.15	-0.316
sst_cruise	0.13	-0.388
par_3	0.13	0.003
par_9	0.12	.
AOU_WOA_clim	0.08	.
par_12	0.07	.
sss_cruise	0.06	.
vgos	0.06	.
eastward_wind	0.06	.
surface_downward_northward_stress	0.06	-0.102
sss	0.06	-0.416
wind_stress	0.05	-0.241
sst	0.04	-1.709
vgosa	0.04	.
ugos	0.04	-0.009
o2sat_WOA_clim	0.03	.
Si	0.03	.
sla	0.03	.
ugosa	0.03	.
oxygen_WOA_clim	0.02	.
silicate_WOA_clim	0.02	.
CHL	0.02	.
surface_downward_eastward_stress	0.02	.
northward_wind	0.02	.
density_WOA_clim	0.01	.
salinity_WOA_clim	0.01	.
conductivity_WOA_clim	0.01	.
nitrate_WOA_clim	0.01	6.278
phosphate_WOA_clim	.	-1.767
NO3	.	.
PHYC	.	.
PO4	.	.
O2	.	.
Fe	.	.
PP	.	.
wind_speed	.	.

KM1708 pico4_

alpha coefficients

variable	stab	est
par_6	0.24	.
par_3	0.2	.
par	0.18	0.002
par_9	0.14	-0.152
sst_cruise	0.09	.
sss_cruise	0.08	.
silicate_WOA_clim	0.06	.
eastward_wind	0.06	.
phosphate_WOA_clim	0.05	.
northward_wind	0.05	.
par_12	0.04	-0.024
sla	0.04	.
wind_speed	0.04	.
vgosa	0.03	.
vgos	0.03	.
nitrate_WOA_clim	0.02	.
sst	0.02	.
Fe	0.02	.
ugosa	0.02	.
surface_downward_eastward_stress	0.02	.
sss	0.02	0.028
AOU_WOA_clim	0.01	1.462
conductivity_WOA_clim	0.01	.
Si	0.01	.
CHL	0.01	.
PO4	0.01	.
ugos	0.01	.
wind_stress	0.01	.
surface_downward_northward_stress	0.01	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
NO3	.	.
PHYC	.	.
O2	.	.
PP	.	.

KM1708 rest1_1

alpha coefficients

variable	stab	est
par_6	0.23	-0.025
par_9	0.15	.
par	0.13	-0.006
par_12	0.13	0.001
sss_cruise	0.11	.
silicate_WOA_clim	0.1	.
par_3	0.09	0.031
eastward_wind	0.09	.
sst_cruise	0.08	0.137
conductivity_WOA_clim	0.07	.
phosphate_WOA_clim	0.07	0.861
vgos	0.06	-0.002
ugosa	0.06	.
AOU_WOA_clim	0.05	.
sla	0.05	-0.058
sss	0.05	.
Si	0.04	.
ugos	0.04	.
wind_speed	0.04	-0.015
oxygen_WOA_clim	0.03	.
salinity_WOA_clim	0.03	.
nitrate_WOA_clim	0.03	.
surface_downward_northward_stress	0.03	.
vgosa	0.02	0
northward_wind	0.02	.
CHL	0.01	.
PO4	0.01	.
O2	0.01	.
wind_stress	0.01	.
surface_downward_eastward_stress	0.01	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
NO3	.	.
PHYC	.	.
sst	.	.
Fe	.	.
PP	.	.

KM1708 pico2_1

alpha coefficients

variable	stab	est
par_6	0.49	0.378
par_3	0.38	.
par	0.37	0.28
sst_cruise	0.3	2.377
par_9	0.28	0.026
silicate_WOA_clim	0.22	1.58
eastward_wind	0.2	-0.343
sss	0.18	-0.208
sss_cruise	0.15	1.303
par_12	0.15	0.151
ugos	0.15	0.074
northward_wind	0.13	0.204
phosphate_WOA_clim	0.09	4.721
nitrate_WOA_clim	0.08	-3.659
vgos	0.07	.
AOU_WOA_clim	0.06	.
conductivity_WOA_clim	0.06	.
vgosa	0.06	0.002
sla	0.06	.
ugosa	0.06	.
wind_speed	0.04	.
Si	0.03	5.2
CHL	0.03	.
PO4	0.03	.
O2	0.03	.
sst	0.02	.
PP	0.02	.
wind_stress	0.02	.
density_WOA_clim	0.01	.
o2sat_WOA_clim	0.01	.
salinity_WOA_clim	0.01	.
surface_downward_eastward_stress	0.01	.
surface_downward_northward_stress	0.01	.
oxygen_WOA_clim	.	.
NO3	.	.
PHYC	.	.
Fe	.	.

KM1708 pro1

alpha coefficients

variable	stab	est
sss_cruise	0.39	.
par_9	0.29	0.123
surface_downward_northward_stress	0.26	.
par	0.25	0.082
par_6	0.25	0.104
sst_cruise	0.24	0.865
CHL	0.21	-52.966
par_12	0.2	-0.036
vgos	0.2	0.094
sss	0.16	.
par_3	0.15	.
wind_stress	0.14	0.206
northward_wind	0.14	.
oxygen_WOA_clim	0.12	-1.749
silicate_WOA_clim	0.12	.
nitrate_WOA_clim	0.11	-0.926
ugosa	0.09	0.06
phosphate_WOA_clim	0.07	3.748
ugos	0.07	0.042
salinity_WOA_clim	0.05	.
sst	0.05	1.884
sla	0.04	.
O2	0.03	.
vgosa	0.03	.
PO4	0.02	.
wind_speed	0.02	.
density_WOA_clim	0.01	.
o2sat_WOA_clim	0.01	.
Fe	0.01	.
surface_downward_eastward_stress	0.01	.
AOU_WOA_clim	.	.
conductivity_WOA_clim	.	.
Si	.	.
NO3	.	.
PHYC	.	.
PP	.	.
eastward_wind	.	.

KM1708 pico1_

alpha coefficients

variable	stab	est
par_3	0.32	-0.088
par_6	0.28	-0.019
par	0.15	.
par_9	0.11	.
silicate_WOA_clim	0.09	-0.505
sst_cruise	0.08	.
nitrate_WOA_clim	0.07	1.61
AOU_WOA_clim	0.06	0.478
sss_cruise	0.06	.
par_12	0.05	.
vgosa	0.05	-0.005
eastward_wind	0.05	0.151
northward_wind	0.05	.
phosphate_WOA_clim	0.04	.
CHL	0.04	-5.787
ugosa	0.04	-0.007
surface_downward_northward_stress	0.04	.
sla	0.03	.
sss	0.03	.
density_WOA_clim	0.02	.
o2sat_WOA_clim	0.02	.
PO4	0.02	.
ugos	0.02	.
wind_stress	0.02	.
salinity_WOA_clim	0.01	.
conductivity_WOA_clim	0.01	.
PHYC	0.01	.
O2	0.01	.
sst	0.01	.
PP	0.01	.
vgos	0.01	-0.014
surface_downward_eastward_stress	0.01	.
wind_speed	0.01	.
oxygen_WOA_clim	.	.
Si	.	.
NO3	.	.
Fe	.	.

KM1708 rest2_

alpha coefficients

variable	stab	est
par_12	0.29	-0.052
par_3	0.17	.
sst_cruise	0.13	0.267
sss_cruise	0.1	.
par	0.1	-0.005
par_6	0.09	.
surface_downward_northward_stress	0.08	-0.18
par_9	0.07	.
northward_wind	0.06	.
sst	0.05	-0.542
phosphate_WOA_clim	0.04	.
vgos	0.04	.
sla	0.04	.
wind_stress	0.04	.
o2sat_WOA_clim	0.03	.
ugos	0.03	.
density_WOA_clim	0.02	.
conductivity_WOA_clim	0.02	-1.208
silicate_WOA_clim	0.02	.
PO4	0.02	.
O2	0.02	.
wind_speed	0.02	.
CHL	0.01	.
vgosa	0.01	.
ugosa	0.01	.
eastward_wind	0.01	-0.035
sss	0.01	.
AOU_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
nitrate_WOA_clim	.	.
Si	.	.
NO3	.	.
PHYC	.	.
Fe	.	.
PP	.	.
surface_downward_eastward_stress	.	.

KM1717 pico3_

alpha coefficients

variable	stab	est
par	0.06	.
northward_wind	0.06	.
par_3	0.05	.
surface_downward_northward_stress	0.04	.
silicate_WOA_clim	0.03	.
sss_cruise	0.03	.
par_6	0.03	.
ugos	0.03	.
par_9	0.02	.
par_12	0.02	.
wind_stress	0.02	.
wind_speed	0.02	.
sss	0.02	.
Si	0.01	.
CHL	0.01	.
Fe	0.01	.
vgosa	0.01	.
sla	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
sst_cruise	.	.
NO3	.	.
PHYC	.	.
PO4	.	.
O2	.	.
sst	.	.
PP	.	.
vgos	.	.
ugosa	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.

KM1717 croco

alpha coefficients

variable	stab	est
sst_cruise	0.53	.
par_3	0.3	.
par_6	0.23	.
par_12	0.19	.
par_9	0.15	.
sss	0.12	.
par	0.08	.
sss_cruise	0.07	.
o2sat_WOA_clim	0.05	.
CHL	0.05	.
vgosa	0.05	.
O2	0.04	.
ugos	0.04	.
wind_stress	0.04	.
wind_speed	0.04	.
Fe	0.03	.
northward_wind	0.03	.
surface_downward_eastward_stress	0.02	.
oxygen_WOA_clim	0.01	.
salinity_WOA_clim	0.01	.
Si	0.01	.
PHYC	0.01	.
vgos	0.01	.
sla	0.01	.
ugosa	0.01	.
eastward_wind	0.01	.
surface_downward_northward_stress	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
NO3	.	.
PO4	.	.
sst	.	.
PP	.	.

KM1717 rest1_1

alpha coefficients

variable	stab	est
par_3	0.1	.
northward_wind	0.09	.
par	0.08	.
wind_speed	0.05	.
CHL	0.04	.
o2sat_WOA_clim	0.02	.
sss_cruise	0.02	.
sst_cruise	0.02	.
par_6	0.02	.
par_9	0.02	.
ugosa	0.02	.
sss	0.02	.
AOU_WOA_clim	0.01	.
par_12	0.01	.
sst	0.01	.
vgosa	0.01	.
vgos	0.01	.
sla	0.01	.
wind_stress	0.01	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
Si	.	.
NO3	.	.
PHYC	.	.
PO4	.	.
O2	.	.
Fe	.	.
PP	.	.
ugos	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
surface_downward_northward_stress	.	.

KM1717 rest2_

alpha coefficients

variable	stab	est
sst_cruise	0.07	.
par_6	0.06	.
par_9	0.04	.
northward_wind	0.04	.
par	0.02	.
CHL	0.02	.
O2	0.02	.
wind_stress	0.02	.
surface_downward_eastward_stress	0.02	.
wind_speed	0.02	.
surface_downward_northward_stress	0.02	.
sss	0.02	.
AOU_WOA_clim	0.01	.
o2sat_WOA_clim	0.01	.
oxygen_WOA_clim	0.01	.
sss_cruise	0.01	.
par_3	0.01	.
par_12	0.01	.
vgosa	0.01	.
density_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
Si	.	.
NO3	.	.
PHYC	.	.
PO4	.	.
sst	.	.
Fe	.	.
PP	.	.
vgos	.	.
sla	.	.
ugosa	.	.
ugos	.	.
eastward_wind	.	.

KM1717 rest1_2

alpha coefficients

variable	stab	est
par_12	0.09	.
o2sat_WOA_clim	0.06	.
sss_cruise	0.06	.
par_6	0.05	.
par_9	0.05	.
sss	0.05	.
sst_cruise	0.04	.
par	0.04	.
wind_speed	0.04	.
wind_stress	0.03	.
surface_downward_eastward_stress	0.03	.
AOU_WOA_clim	0.02	.
oxygen_WOA_clim	0.02	.
par_3	0.02	.
O2	0.02	.
Fe	0.02	.
ugosa	0.02	.
ugos	0.02	.
northward_wind	0.02	.
CHL	0.01	.
PHYC	0.01	.
vgosa	0.01	.
sla	0.01	.
density_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
Si	.	.
NO3	.	.
PO4	.	.
sst	.	.
PP	.	.
vgos	.	.
eastward_wind	.	.
surface_downward_northward_stress	.	.

KM1717 pico1_

alpha coefficients

variable	stab	est
par_12	0.07	.
par_3	0.06	.
northward_wind	0.06	.
sst_cruise	0.05	.
par	0.05	.
o2sat_WOA_clim	0.04	.
sss_cruise	0.04	.
par_9	0.04	.
par_6	0.03	.
sla	0.03	.
sss	0.03	.
AOU_WOA_clim	0.02	.
Si	0.02	.
Fe	0.02	.
wind_stress	0.02	.
wind_speed	0.02	.
phosphate_WOA_clim	0.01	.
silicate_WOA_clim	0.01	.
CHL	0.01	.
O2	0.01	.
vgosa	0.01	.
eastward_wind	0.01	.
surface_downward_eastward_stress	0.01	.
surface_downward_northward_stress	0.01	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
NO3	.	.
PHYC	.	.
PO4	.	.
sst	.	.
PP	.	.
vgos	.	.
ugosa	.	.
ugos	.	.

KM1717 pico2_1

alpha coefficients

variable	stab	est
par_3	0.34	.
par_6	0.11	.
sst_cruise	0.09	.
o2sat_WOA_clim	0.08	.
par_12	0.08	.
CHL	0.08	.
wind_stress	0.08	.
northward_wind	0.08	.
sss_cruise	0.07	.
par	0.07	.
sss	0.07	.
par_9	0.05	.
Fe	0.05	.
ugosa	0.04	.
surface_downward_northward_stress	0.03	.
oxygen_WOA_clim	0.01	.
salinity_WOA_clim	0.01	.
silicate_WOA_clim	0.01	.
Si	0.01	.
O2	0.01	.
vgosa	0.01	.
sla	0.01	.
surface_downward_eastward_stress	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
NO3	.	.
PHYC	.	.
PO4	.	.
sst	.	.
PP	.	.
vgos	.	.
ugos	.	.
eastward_wind	.	.
wind_speed	.	.

KM1717 pro1

alpha coefficients

variable	stab	est
sst_cruise	0.52	.
surface_downward_northward_stress	0.37	.
northward_wind	0.34	.
ugos	0.25	.
sss_cruise	0.19	.
wind_stress	0.18	.
par	0.15	.
par_6	0.15	.
sss	0.13	.
CHL	0.12	.
par_9	0.07	.
par_12	0.07	.
o2sat_WOA_clim	0.06	.
par_3	0.06	.
Fe	0.05	.
ugosa	0.04	.
surface_downward_eastward_stress	0.04	.
wind_speed	0.04	.
salinity_WOA_clim	0.03	.
Si	0.03	.
O2	0.02	.
sla	0.02	.
sst	0.01	.
vgosa	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
NO3	.	.
PHYC	.	.
PO4	.	.
PP	.	.
vgos	.	.
eastward_wind	.	.

KM1717 syn

alpha coefficients

variable	stab	est
sss_cruise	0.02	.
sst_cruise	0.02	.
par	0.02	.
par_3	0.01	.
par_9	0.01	.
ugos	0.01	.
wind_speed	0.01	.
northward_wind	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
par_6	.	.
par_12	.	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
PO4	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
vgosa	.	.
vgos	.	.
sla	.	.
ugosa	.	.
wind_stress	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
surface_downward_northward_stress	.	.
sss	.	.

KM1717 bg2

alpha coefficients

variable	stab	est
par_3	0.05	.
sst_cruise	0.04	.
par	0.04	.
par_6	0.04	.
northward_wind	0.04	.
o2sat_WOA_clim	0.03	.
wind_stress	0.03	.
wind_speed	0.03	.
sss	0.03	.
sss_cruise	0.02	.
ugos	0.02	.
AOU_WOA_clim	0.01	.
oxygen_WOA_clim	0.01	.
CHL	0.01	.
O2	0.01	.
Fe	0.01	.
density_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
par_9	.	.
par_12	.	.
Si	.	.
NO3	.	.
PHYC	.	.
PO4	.	.
sst	.	.
PP	.	.
vgosa	.	.
vgos	.	.
sla	.	.
ugosa	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
surface_downward_northward_stress	.	.

KOK1801 rest1_1

alpha coefficients

variable	stab	est
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
sss_cruise	.	.
sst_cruise	.	.
par	.	.
par_3	.	.
par_6	.	.
par_9	.	.
par_12	.	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
PO4	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
vgosa	.	.
vgos	.	.
sla	.	.
ugosa	.	.
ugos	.	.
wind_stress	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
wind_speed	.	.
surface_downward_northward_stress	.	.
northward_wind	.	.
sss	.	.

KOK1801 bead

alpha coefficients

variable	stab	est
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
sss_cruise	.	.
sst_cruise	.	.
par	.	.
par_3	.	.
par_6	.	.
par_9	.	.
par_12	.	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
PO4	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
vgosa	.	.
vgos	.	.
sla	.	.
ugosa	.	.
ugos	.	.
wind_stress	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
wind_speed	.	.
surface_downward_northward_stress	.	.
northward_wind	.	.
sss	.	.

KOK1801 pico2_1

alpha coefficients

variable	stab	est
par_3	0.18	.
par_6	0.08	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
sss_cruise	.	.
sst_cruise	.	.
par	.	.
par_9	.	.
par_12	.	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
PO4	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
vgosa	.	.
vgos	.	.
sla	.	.
ugosa	.	.
ugos	.	.
wind_stress	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
wind_speed	.	.
surface_downward_northward_stress	.	.
northward_wind	.	.
sss	.	.

KOK1801 pico1_

alpha coefficients

variable	stab	est
Fe	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
sss_cruise	.	.
sst_cruise	.	.
par	.	.
par_3	.	.
par_6	.	.
par_9	.	.
par_12	.	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
PO4	.	.
O2	.	.
sst	.	.
PP	.	.
vgosa	.	.
vgos	.	.
sla	.	.
ugosa	.	.
ugos	.	.
wind_stress	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
wind_speed	.	.
surface_downward_northward_stress	.	.
northward_wind	.	.
sss	.	.

KOK1801 rest1_2

alpha coefficients

variable	stab	est
sla	0.08	.
sst	0.02	.
par_12	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
sss_cruise	.	.
sst_cruise	.	.
par	.	.
par_3	.	.
par_6	.	.
par_9	.	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
PO4	.	.
O2	.	.
Fe	.	.
PP	.	.
vgosa	.	.
vgos	.	.
ugosa	.	.
ugos	.	.
wind_stress	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
wind_speed	.	.
surface_downward_northward_stress	.	.
northward_wind	.	.
sss	.	.

KOK1801 pico2_2

alpha coefficients

variable	stab	est
par_3	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
sss_cruise	.	.
sst_cruise	.	.
par	.	.
par_6	.	.
par_9	.	.
par_12	.	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
PO4	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
vgosa	.	.
vgos	.	.
sla	.	.
ugosa	.	.
ugos	.	.
wind_stress	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
wind_speed	.	.
surface_downward_northward_stress	.	.
northward_wind	.	.
sss	.	.

KOK1801 bg1

alpha coefficients

variable	stab	est
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
sss_cruise	.	.
sst_cruise	.	.
par	.	.
par_3	.	.
par_6	.	.
par_9	.	.
par_12	.	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
PO4	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
vgosa	.	.
vgos	.	.
sla	.	.
ugosa	.	.
ugos	.	.
wind_stress	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
wind_speed	.	.
surface_downward_northward_stress	.	.
northward_wind	.	.
sss	.	.

KOK1801 bg2

alpha coefficients

variable	stab	est
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
sss_cruise	.	.
sst_cruise	.	.
par	.	.
par_3	.	.
par_6	.	.
par_9	.	.
par_12	.	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
PO4	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
vgosa	.	.
vgos	.	.
sla	.	.
ugosa	.	.
ugos	.	.
wind_stress	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
wind_speed	.	.
surface_downward_northward_stress	.	.
northward_wind	.	.
sss	.	.

KOK1801 pro1

alpha coefficients

variable	stab	est
PHYC	0.02	.
sla	0.02	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
sss_cruise	.	.
sst_cruise	.	.
par	.	.
par_3	.	.
par_6	.	.
par_9	.	.
par_12	.	.
Si	.	.
NO3	.	.
CHL	.	.
PO4	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
vgosa	.	.
vgos	.	.
ugosa	.	.
ugos	.	.
wind_stress	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
wind_speed	.	.
surface_downward_northward_stress	.	.
northward_wind	.	.
sss	.	.

KOK1801 rest2_

alpha coefficients

variable	stab	est
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
sss_cruise	.	.
sst_cruise	.	.
par	.	.
par_3	.	.
par_6	.	.
par_9	.	.
par_12	.	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
PO4	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
vgosa	.	.
vgos	.	.
sla	.	.
ugosa	.	.
ugos	.	.
wind_stress	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
wind_speed	.	.
surface_downward_northward_stress	.	.
northward_wind	.	.
sss	.	.

KM1802 rest1_1

alpha coefficients

variable	stab	est
par	0.224	-0.161
o2sat_WOA_clim	0.184	0.106
par_12	0.153	-0.023
phosphate_WOA_clim	0.133	.
sss	0.122	.
Fe	0.112	-0.066
par_6	0.102	.
O2	0.092	1.009
silicate_WOA_clim	0.082	4.041
par_3	0.082	.
AOU_WOA_clim	0.071	-0.037
CHL	0.071	.
sst	0.061	.
ugos	0.061	.
northward_wind	0.061	-0.028
sss_cruise	0.041	.
eastward_wind	0.041	.
surface_downward_eastward_stress	0.041	.
surface_downward_northward_stress	0.041	.
par_9	0.031	.
PO4	0.031	.
PHYC	0.02	.
sla	0.02	-0.24
ugosa	0.02	.
density_WOA_clim	0.01	.
salinity_WOA_clim	0.01	.
sst_cruise	0.01	0.161
Si	0.01	.
PP	0.01	.
wind_speed	0.01	.
oxygen_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
NO3	.	.
vgosa	.	.
vgos	.	.
wind_stress	.	.

KM1802 bead

alpha coefficients

variable	stab	est
par_6	0.265	-0.413
sss	0.235	-2.714
par_9	0.184	-0.064
par_12	0.163	-0.272
par_3	0.102	-0.105
sss_cruise	0.082	-2.654
par	0.082	0.03
surface_downward_eastward_stress	0.082	.
O2	0.051	.
ugosa	0.051	0.105
northward_wind	0.051	0.307
Fe	0.041	.
surface_downward_northward_stress	0.031	.
o2sat_WOA_clim	0.02	.
oxygen_WOA_clim	0.02	.
sla	0.02	.
eastward_wind	0.02	-0.398
AOU_WOA_clim	0.01	.
salinity_WOA_clim	0.01	.
nitrate_WOA_clim	0.01	.
phosphate_WOA_clim	0.01	.
silicate_WOA_clim	0.01	.
sst_cruise	0.01	.
CHL	0.01	.
PO4	0.01	.
wind_stress	0.01	.
wind_speed	0.01	.
density_WOA_clim	.	.
conductivity_WOA_clim	.	.
Si	.	.
NO3	.	.
PHYC	.	.
sst	.	.
PP	.	.
vgosa	.	.
vgos	.	.
ugos	.	.

KM1802 bg1

alpha coefficients

variable	stab	est
par	0.163	-0.307
par_12	0.163	0.117
Fe	0.163	.
sss	0.163	.
par_9	0.122	.
o2sat_WOA_clim	0.112	.
par_6	0.092	.
phosphate_WOA_clim	0.082	.
eastward_wind	0.082	0.237
silicate_WOA_clim	0.071	.
sss_cruise	0.071	.
sst_cruise	0.061	.
wind_speed	0.061	.
AOU_WOA_clim	0.051	.
CHL	0.051	-6.605
surface_downward_northward_stress	0.051	0.033
O2	0.041	.
par_3	0.031	-0.051
sst	0.031	.
ugos	0.031	-0.146
surface_downward_eastward_stress	0.031	.
PO4	0.02	.
ugosa	0.02	.
wind_stress	0.02	.
northward_wind	0.02	.
PHYC	0.01	.
sla	0.01	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
Si	.	.
NO3	.	.
PP	.	.
vgosa	.	.
vgos	.	.

KM1802 syn

alpha coefficients

variable	stab	est
O2	0.245	-4.655
sss	0.245	-0.427
o2sat_WOA_clim	0.224	-0.035
silicate_WOA_clim	0.163	-7.874
wind_speed	0.153	.
AOU_WOA_clim	0.133	.
surface_downward_eastward_stress	0.133	-0.085
ugos	0.092	0.233
sst_cruise	0.071	-1.439
phosphate_WOA_clim	0.061	1.757
par	0.041	0.01
wind_stress	0.041	0.061
eastward_wind	0.041	.
sss_cruise	0.031	.
Fe	0.031	.
par_3	0.02	.
par_6	0.02	.
par_12	0.02	.
PO4	0.02	.
northward_wind	0.02	.
salinity_WOA_clim	0.01	.
conductivity_WOA_clim	0.01	.
par_9	0.01	.
Si	0.01	.
CHL	0.01	.
ugosa	0.01	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
nitrate_WOA_clim	.	.
NO3	.	.
PHYC	.	.
sst	.	.
PP	.	.
vgosa	.	.
vgos	.	.
sla	.	.
surface_downward_northward_stress	.	.

KM1802 pico1_

alpha coefficients

variable	stab	est
par_3	0.286	-0.184
par_9	0.224	-0.077
ugosa	0.184	-0.141
sst_cruise	0.133	-0.362
par_12	0.112	-0.087
par	0.102	-0.028
par_6	0.102	.
northward_wind	0.102	.
CHL	0.082	4.049
sss	0.082	-1.566
sla	0.071	0.001
ugos	0.071	.
surface_downward_eastward_stress	0.061	.
surface_downward_northward_stress	0.061	-0.188
phosphate_WOA_clim	0.051	.
sss_cruise	0.051	.
sst	0.041	.
oxygen_WOA_clim	0.031	.
Fe	0.031	.
wind_stress	0.031	.
o2sat_WOA_clim	0.02	.
eastward_wind	0.02	.
wind_speed	0.02	.
silicate_WOA_clim	0.01	.
Si	0.01	-3.073
PHYC	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
NO3	.	.
PO4	.	.
O2	.	.
PP	.	.
vgosa	.	.
vgos	.	.

KM1802 pico2_1

alpha coefficients

variable	stab	est
Fe	0.439	.
par_3	0.296	0.318
par_12	0.265	0.124
par_9	0.224	0.162
par	0.184	.
phosphate_WOA_clim	0.173	-1.985
PO4	0.163	-14.093
sss	0.143	.
sst_cruise	0.133	-0.47
ugos	0.133	-0.122
surface_downward_eastward_stress	0.133	0.128
silicate_WOA_clim	0.112	.
oxygen_WOA_clim	0.102	0.596
sss_cruise	0.102	.
par_6	0.092	0.002
CHL	0.082	.
PP	0.082	-0.557
ugosa	0.082	.
Si	0.061	.
surface_downward_northward_stress	0.061	0.047
vgos	0.051	.
wind_stress	0.051	.
PHYC	0.041	-0.081
O2	0.041	-0.786
sst	0.041	.
northward_wind	0.041	.
salinity_WOA_clim	0.031	.
nitrate_WOA_clim	0.031	9.623
sla	0.031	.
wind_speed	0.031	.
conductivity_WOA_clim	0.02	.
density_WOA_clim	0.01	.
vgosa	0.01	.
eastward_wind	0.01	.
AOU_WOA_clim	.	.
o2sat_WOA_clim	.	.
NO3	.	.

KM1802 bg2

alpha coefficients

variable	stab	est
par_12	0.163	0.11
sss	0.122	0.717
sst_cruise	0.112	1.687
sss_cruise	0.082	-0.021
par_3	0.071	.
surface_downward_northward_stress	0.071	0.032
phosphate_WOA_clim	0.061	.
par	0.061	.
CHL	0.051	.
sla	0.051	.
par_6	0.041	.
par_9	0.041	.
Fe	0.041	-0.055
eastward_wind	0.041	.
silicate_WOA_clim	0.031	.
PO4	0.031	.
wind_speed	0.031	-0.034
ugosa	0.02	.
surface_downward_eastward_stress	0.02	.
AOU_WOA_clim	0.01	.
o2sat_WOA_clim	0.01	.
PHYC	0.01	.
O2	0.01	.
PP	0.01	.
ugos	0.01	.
wind_stress	0.01	.
density_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
Si	.	.
NO3	.	.
sst	.	.
vgosa	.	.
vgos	.	.
northward_wind	.	.

KM1802 rest2_

alpha coefficients

variable	stab	est
sss	0.122	-1.161
par_12	0.112	-0.038
par_3	0.102	.
par	0.082	.
phosphate_WOA_clim	0.071	.
par_6	0.071	.
sst	0.071	0.21
par_9	0.061	.
sst_cruise	0.051	.
ugos	0.051	.
surface_downward_northward_stress	0.051	.
silicate_WOA_clim	0.041	.
sss_cruise	0.041	0.122
Fe	0.041	.
ugosa	0.041	.
CHL	0.031	4.936
oxygen_WOA_clim	0.02	.
O2	0.02	.
sla	0.02	.
wind_stress	0.02	.
surface_downward_eastward_stress	0.02	.
wind_speed	0.02	.
northward_wind	0.02	.
PO4	0.01	.
vgosa	0.01	.
vgos	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
Si	.	.
NO3	.	.
PHYC	.	.
PP	.	.
eastward_wind	.	.

KM1802 pro1

alpha coefficients

variable	stab	est
par	0.235	0.025
par_9	0.224	0.061
phosphate_WOA_clim	0.214	0.469
par_3	0.184	0.098
par_12	0.143	.
sst_cruise	0.133	.
surface_downward_eastward_stress	0.133	.
northward_wind	0.133	0.332
sss	0.133	0.329
ugosa	0.122	0.226
ugos	0.122	.
par_6	0.112	-0.013
sss_cruise	0.102	0.216
silicate_WOA_clim	0.071	.
Fe	0.071	.
surface_downward_northward_stress	0.071	.
CHL	0.061	-3.813
eastward_wind	0.061	-0.03
PO4	0.051	.
O2	0.051	.
o2sat_WOA_clim	0.041	.
PHYC	0.041	2.723
PP	0.02	6.969
oxygen_WOA_clim	0.01	.
Si	0.01	.
sst	0.01	0.627
vgos	0.01	.
wind_speed	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
NO3	.	.
vgosa	.	.
sla	.	.
wind_stress	.	.

KM1802 small

alpha coefficients

variable	stab	est
sst_cruise	0.184	5.868
par_12	0.184	0.381
par_9	0.173	.
sss	0.163	1.484
par	0.153	-0.052
phosphate_WOA_clim	0.143	2.783
par_3	0.143	.
par_6	0.102	0.009
sla	0.082	-1.065
surface_downward_northward_stress	0.082	.
eastward_wind	0.071	.
silicate_WOA_clim	0.061	-0.998
o2sat_WOA_clim	0.051	-0.115
sss_cruise	0.051	.
CHL	0.041	.
Fe	0.041	.
ugosa	0.041	.
surface_downward_eastward_stress	0.041	.
northward_wind	0.041	-0.087
AOU_WOA_clim	0.031	.
density_WOA_clim	0.02	.
oxygen_WOA_clim	0.02	.
salinity_WOA_clim	0.02	.
conductivity_WOA_clim	0.02	.
PHYC	0.02	.
PO4	0.02	1.048
ugos	0.02	.
nitrate_WOA_clim	0.01	.
Si	0.01	31.616
O2	0.01	.
wind_speed	0.01	.
NO3	.	.
sst	.	.
PP	.	.
vgosa	.	.
vgos	.	.
wind_stress	.	.

KOK1803 pico2_1

alpha coefficients

variable	stab	est
par_3	0.629	0.147
O2	0.485	-1.872
oxygen_WOA_clim	0.268	-3.46
ugosa	0.196	-0.047
par	0.144	.
density_WOA_clim	0.124	.
sss_cruise	0.113	.
sst	0.093	.
salinity_WOA_clim	0.082	.
AOU_WOA_clim	0.072	.
sst_cruise	0.072	.
PP	0.072	.
par_12	0.062	.
eastward_wind	0.062	.
northward_wind	0.052	.
o2sat_WOA_clim	0.041	.
par_6	0.031	.
par_9	0.031	.
wind_speed	0.031	.
conductivity_WOA_clim	0.021	.
Si	0.021	.
CHL	0.021	.
PHYC	0.021	.
sla	0.021	.
surface_downward_northward_stress	0.021	.
nitrate_WOA_clim	0.01	.
silicate_WOA_clim	0.01	.
PO4	0.01	.
wind_stress	0.01	.
phosphate_WOA_clim	.	.
NO3	.	.
Fe	.	.
vgosa	.	.
vgos	.	.
ugos	.	.
surface_downward_eastward_stress	.	.
sss	.	.

KOK1803 rest1_1

alpha coefficients

variable	stab	est
eastward_wind	0.175	.
wind_speed	0.072	.
par	0.062	.
sss_cruise	0.052	.
sst_cruise	0.041	.
par_6	0.031	.
par_3	0.021	.
par_12	0.021	.
PHYC	0.021	.
sst	0.021	.
sla	0.021	.
ugosa	0.021	.
ugos	0.021	.
surface_downward_northward_stress	0.021	.
density_WOA_clim	0.01	.
oxygen_WOA_clim	0.01	.
salinity_WOA_clim	0.01	.
nitrate_WOA_clim	0.01	.
par_9	0.01	.
CHL	0.01	.
Fe	0.01	.
PP	0.01	.
surface_downward_eastward_stress	0.01	.
AOU_WOA_clim	.	.
o2sat_WOA_clim	.	.
conductivity_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
Si	.	.
NO3	.	.
PO4	.	.
O2	.	.
vgosa	.	.
vgos	.	.
wind_stress	.	.
northward_wind	.	.
sss	.	.

KOK1803 pico1_

alpha coefficients

variable	stab	est
par_12	0.155	.
par_6	0.093	.
par	0.082	.
par_3	0.072	.
sst_cruise	0.041	.
PO4	0.041	.
sss_cruise	0.031	.
wind_stress	0.031	.
oxygen_WOA_clim	0.021	.
PP	0.021	.
sss	0.021	.
silicate_WOA_clim	0.01	.
par_9	0.01	.
O2	0.01	.
vgos	0.01	.
sla	0.01	.
ugosa	0.01	.
ugos	0.01	.
eastward_wind	0.01	.
surface_downward_eastward_stress	0.01	.
surface_downward_northward_stress	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
sst	.	.
Fe	.	.
vgosa	.	.
wind_speed	.	.
northward_wind	.	.

KOK1803 bead

alpha coefficients

variable	stab	est
sss_cruise	0.031	.
sst_cruise	0.031	.
par	0.031	.
par_6	0.031	.
par_9	0.021	.
par_12	0.021	.
sla	0.021	.
ugosa	0.021	.
CHL	0.01	.
ugos	0.01	.
wind_stress	0.01	.
northward_wind	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
par_3	.	.
Si	.	.
NO3	.	.
PHYC	.	.
PO4	.	.
O2	.	.
sst	.	.
Fe	.	.
PP	.	.
vgosa	.	.
vgos	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
wind_speed	.	.
surface_downward_northward_stress	.	.
sss	.	.

KOK1803 syn

alpha coefficients

variable	stab	est
par_6	0.237	.
par_3	0.072	.
eastward_wind	0.062	.
sss	0.041	.
AOU_WOA_clim	0.031	.
density_WOA_clim	0.031	.
salinity_WOA_clim	0.031	.
conductivity_WOA_clim	0.031	.
sst_cruise	0.031	.
par_12	0.031	.
sst	0.031	.
phosphate_WOA_clim	0.021	.
CHL	0.021	.
oxygen_WOA_clim	0.01	.
nitrate_WOA_clim	0.01	.
silicate_WOA_clim	0.01	.
sss_cruise	0.01	.
par	0.01	.
par_9	0.01	.
vgosa	0.01	.
sla	0.01	.
ugosa	0.01	.
wind_speed	0.01	.
o2sat_WOA_clim	.	.
Si	.	.
NO3	.	.
PHYC	.	.
PO4	.	.
O2	.	.
Fe	.	.
PP	.	.
vgos	.	.
ugos	.	.
wind_stress	.	.
surface_downward_eastward_stress	.	.
surface_downward_northward_stress	.	.
northward_wind	.	.

KOK1803 bg1

alpha coefficients

variable	stab	est
par_12	0.041	.
par_6	0.031	.
sss_cruise	0.021	.
par	0.021	.
par_3	0.021	.
silicate_WOA_clim	0.01	.
sst_cruise	0.01	.
par_9	0.01	.
O2	0.01	.
vgosa	0.01	.
sss	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
oxygen_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
Si	.	.
NO3	.	.
CHL	.	.
PHYC	.	.
PO4	.	.
sst	.	.
Fe	.	.
PP	.	.
vgos	.	.
sla	.	.
ugosa	.	.
ugos	.	.
wind_stress	.	.
eastward_wind	.	.
surface_downward_eastward_stress	.	.
wind_speed	.	.
surface_downward_northward_stress	.	.
northward_wind	.	.

KOK1803 small

alpha coefficients

variable	stab	est
par	0.072	.
sla	0.072	.
sst_cruise	0.062	.
sst	0.052	.
eastward_wind	0.052	.
surface_downward_northward_stress	0.052	.
par_6	0.041	.
par_12	0.041	.
sss	0.031	.
density_WOA_clim	0.021	.
oxygen_WOA_clim	0.021	.
phosphate_WOA_clim	0.021	.
PO4	0.021	.
ugosa	0.021	.
wind_stress	0.021	.
salinity_WOA_clim	0.01	.
PHYC	0.01	.
O2	0.01	.
vgosa	0.01	.
vgos	0.01	.
ugos	0.01	.
surface_downward_eastward_stress	0.01	.
AOU_WOA_clim	.	.
o2sat_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
silicate_WOA_clim	.	.
sss_cruise	.	.
par_3	.	.
par_9	.	.
Si	.	.
NO3	.	.
CHL	.	.
Fe	.	.
PP	.	.
wind_speed	.	.
northward_wind	.	.

KOK1803 pro2

alpha coefficients

variable	stab	est
sss_cruise	0.268	.
eastward_wind	0.247	.
oxygen_WOA_clim	0.227	.
sst_cruise	0.206	.
par_9	0.165	.
wind_speed	0.134	.
par	0.103	.
par_12	0.103	.
par_6	0.093	.
sst	0.072	.
vgosa	0.062	.
phosphate_WOA_clim	0.052	.
sla	0.052	.
par_3	0.041	.
vgos	0.031	.
PHYC	0.021	.
O2	0.021	.
ugos	0.021	.
wind_stress	0.021	.
surface_downward_eastward_stress	0.021	.
o2sat_WOA_clim	0.01	.
CHL	0.01	.
Fe	0.01	.
PP	0.01	.
northward_wind	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
silicate_WOA_clim	.	.
Si	.	.
NO3	.	.
PO4	.	.
ugosa	.	.
surface_downward_northward_stress	.	.
sss	.	.

KOK1803 rest2_

alpha coefficients

variable	stab	est
sst	0.052	.
par_6	0.041	.
sla	0.041	.
eastward_wind	0.041	.
par	0.031	.
par_12	0.021	.
oxygen_WOA_clim	0.01	.
sst_cruise	0.01	.
par_3	0.01	.
par_9	0.01	.
Si	0.01	.
PHYC	0.01	.
vgosa	0.01	.
wind_stress	0.01	.
surface_downward_eastward_stress	0.01	.
sss	0.01	.
AOU_WOA_clim	.	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
salinity_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
silicate_WOA_clim	.	.
sss_cruise	.	.
NO3	.	.
CHL	.	.
PO4	.	.
O2	.	.
Fe	.	.
PP	.	.
vgos	.	.
ugosa	.	.
ugos	.	.
wind_speed	.	.
surface_downward_northward_stress	.	.
northward_wind	.	.

KOK1803 pro1

alpha coefficients

variable	stab	est
par_6	0.052	.
oxygen_WOA_clim	0.041	.
sss_cruise	0.041	.
par_12	0.041	.
sla	0.031	.
eastward_wind	0.031	.
par	0.021	.
par_3	0.021	.
vgos	0.021	.
northward_wind	0.021	.
AOU_WOA_clim	0.01	.
salinity_WOA_clim	0.01	.
silicate_WOA_clim	0.01	.
sst_cruise	0.01	.
par_9	0.01	.
CHL	0.01	.
PO4	0.01	.
PP	0.01	.
ugos	0.01	.
density_WOA_clim	.	.
o2sat_WOA_clim	.	.
conductivity_WOA_clim	.	.
nitrate_WOA_clim	.	.
phosphate_WOA_clim	.	.
Si	.	.
NO3	.	.
PHYC	.	.
O2	.	.
sst	.	.
Fe	.	.
vgosa	.	.
ugosa	.	.
wind_stress	.	.
surface_downward_eastward_stress	.	.
wind_speed	.	.
surface_downward_northward_stress	.	.
sss	.	.

Make three data frames

Now, we’ll be making several “long format” data tables – of the data and of the model estimates – to use for further data analysis.

The objects are called:

• coef_long: \(\alpha\) and \(\beta\) coefficient values, as well as stability estimates.

• pred_long: \(\mu\) and \(\pi\) estimates.

• sigma_long: Covariance (\(\Sigma\)) estimates.

• X_long: Environmental covariates.

• dat_long: Binned cytometry data.

Coefficients (and stability). The columns are:

• cruise
  • “variable”: covariate (can also be “intercept”)
  • population
  • type (“beta_diam”, “beta_chl”, “beta_pe”, “alpha”)
  • coefficient (the value)
  • stability (the value)

objlist = sapply(all_cruise_id, function(cruise_id){

  ## Read in the summary over all subsampled models.
  filename = paste0(cruise_id, "-grand-summary.RDS")
  summarydir = file.path(outputdir, cruise_id, "summaries")
  if(!file.exists(file.path(summarydir, filename))){
    print(cruise_id)
    print("didn't have grand summary file")
    return(NULL)
  }
  obj = readRDS(file = file.path(summarydir, filename))
  return(obj)

}, simplify = FALSE, USE.NAMES = TRUE)

## [1] "KM1513"
## [1] "didn't have grand summary file"
## [1] "KM1709"
## [1] "didn't have grand summary file"
## [1] "KM1713"
## [1] "didn't have grand summary file"
## [1] "FK180310-1"
## [1] "didn't have grand summary file"
## [1] "FK180310-2"
## [1] "didn't have grand summary file"

coef_long = lapply(all_cruise_id, function(cruise_id){

  ## Cluster labels
  one_mapmat_long = mapmat_long %>% filter(cruise_id == !!(cruise_id)) %>% arrange(value) %>% na.omit()
  stopifnot((one_mapmat_long %>% pull(value)) == (1:10))
  cluster_labels = one_mapmat_long %>% pull(name)


  if(!is.null(objlist[[cruise_id]])){
    ## Alpha frequencies
    alpha_freq = objlist[[cruise_id]] %>% .$alpha_freq
    colnames(alpha_freq) = cluster_labels
    alpha_freq_long = alpha_freq %>% as.data.frame() %>% rownames_to_column("variable") %>% as_tibble() %>%
      pivot_longer(!variable, names_to = "population", values_to = "value") %>%
      add_column(type = "alpha")
  
    ## Beta frequencies
    beta_freq_long = lapply(1:3, function(idim){
      beta_array = objlist %>% .[[cruise_id]] %>% pluck("beta_freq") %>% .[,,idim] %>% t()
      colnames(beta_array) = cluster_labels
      one_long_beta = beta_array %>% as.data.frame() %>%
        rownames_to_column("variable")  %>% pivot_longer(!variable, names_to = "population") %>%
        add_column(type = paste0("beta_", cytogram_dimnames[idim]))
    }) %>% bind_rows() 
  
  
    ## Combine all frequencies
    freq_long = bind_rows(alpha_freq_long,
                          beta_freq_long)

  } else {
    freq_long = NULL
  }

  ## Beta coefficient values
  bestres = load_model(cruise_id)
  beta = bestres$beta
  names(beta) = cluster_labels
  beta = lapply(beta, function(onebeta){
    colnames(onebeta) = paste0("beta_", cytogram_dimnames); return(onebeta)
  })
  beta_long = lapply(cluster_labels, function(cluster_label){
    beta %>% .[[cluster_label]] %>% as.data.frame() %>%
      rownames_to_column("variable") %>% pivot_longer(!variable, names_to = "type") %>%
      add_column(population = cluster_label)
  }) %>% bind_rows()

  ## Alpha coefficients 
  alpha = bestres$alpha %>% t()
  colnames(alpha) = cluster_labels
  alpha_long = alpha %>% as.data.frame() %>%
    rownames_to_column("variable") %>%
    pivot_longer(!variable, names_to = "population") %>% 
    add_column(type = "alpha")

  ## Combine all coefficients
  coef_long = bind_rows(alpha_long,
                        beta_long)

  if(is.null(freq_long)) freq_long = coef_long[c(),]

  ## Combine everything
  combined = full_join(freq_long, coef_long, by=c("variable", "type", "population"), suffix = c("_stab", "_coef")) %>%
    select(variable, population, type, stab = value_stab, coef = value_coef)

  ## Add cruise_id and return
  combined = combined %>% add_column(cruise_id = cruise_id)

  return(combined)
}) %>% bind_rows() 
coef_long = coef_long %>% select(cruise_id, variable, population, type, coef, stab)
saveRDS(coef_long, file = file.path(outputdir, "coef_long_main.RDS"))
print(coef_long)

## # A tibble: 33,200 × 6
##    cruise_id variable population type     coef  stab
##    <chr>     <chr>    <chr>      <chr>   <dbl> <dbl>
##  1 KM1508    intp     bead       alpha  -1.04      1
##  2 KM1508    intp     pico2_1    alpha   2.46      1
##  3 KM1508    intp     bg1        alpha  -1.38      1
##  4 KM1508    intp     rest1_1    alpha  -4.80      1
##  5 KM1508    intp     bg2        alpha   4.08      1
##  6 KM1508    intp     pico1_     alpha   0.896     1
##  7 KM1508    intp     syn        alpha  -2.99      1
##  8 KM1508    intp     rest2_     alpha   0.784     1
##  9 KM1508    intp     small      alpha  12.6       1
## 10 KM1508    intp     pro1       alpha -10.7       1
## # … with 33,190 more rows

coef_long %>% head(20) %>% knitr::kable(caption = "Estimated coefficients in long format.")

Estimated coefficients in long format.

cruise_id	variable	population	type	coef	stab
KM1508	intp	bead	alpha	-1.0447267	1.00
KM1508	intp	pico2_1	alpha	2.4648423	1.00
KM1508	intp	bg1	alpha	-1.3763996	1.00
KM1508	intp	rest1_1	alpha	-4.7966862	1.00
KM1508	intp	bg2	alpha	4.0822481	1.00
KM1508	intp	pico1_	alpha	0.8955848	1.00
KM1508	intp	syn	alpha	-2.9895557	1.00
KM1508	intp	rest2_	alpha	0.7843172	1.00
KM1508	intp	small	alpha	12.6314879	1.00
KM1508	intp	pro1	alpha	-10.6511120	1.00
KM1508	AOU_WOA_clim	bead	alpha	0.0000000	0.00
KM1508	AOU_WOA_clim	pico2_1	alpha	0.0000000	0.03
KM1508	AOU_WOA_clim	bg1	alpha	-0.2791089	0.01
KM1508	AOU_WOA_clim	rest1_1	alpha	0.0000000	0.03
KM1508	AOU_WOA_clim	bg2	alpha	0.0000000	0.01
KM1508	AOU_WOA_clim	pico1_	alpha	0.0000000	0.01
KM1508	AOU_WOA_clim	syn	alpha	0.0000000	0.01
KM1508	AOU_WOA_clim	rest2_	alpha	0.0000000	0.02
KM1508	AOU_WOA_clim	small	alpha	0.0000000	0.02
KM1508	AOU_WOA_clim	pro1	alpha	0.2782861	0.13

Predictions. The columns are:

• cruise
• time
• lon
• lat
• population
• type (“mu_diam”, “mu_chl”, “mu_pe”, “pi”)
• value (the value)

pred_long = lapply(all_cruise_id, function(cruise_id){
  
  ## Cluster labels
  one_mapmat_long = mapmat_long %>% filter(cruise_id == !!(cruise_id)) %>% arrange(value) %>% na.omit()
  stopifnot((one_mapmat_long %>% pull(value)) == (1:10))
  cluster_labels = one_mapmat_long %>% pull(name)

  ## print(cruise_id)
  ## cluster_labels = NULL

  ## Times
  filename = paste0(cruise_id, "-datobj.RDS")
  ybin_obj = readRDS(file = file.path(outputdir_cytograms, cruise_id, "data", filename))

  ## Get time & lon & lat.
  times = ybin_obj$time %>% lubridate::as_datetime()
  lon = ybin_obj$lon
  lat = ybin_obj$lat
  
  ## Means
  bestres = load_model(cruise_id)
  mn_long = lapply(cytogram_dimnames, function(dimname){
    mn = bestres$mn %>% .[,which(cytogram_dimnames == dimname),]
    colnames(mn) = cluster_labels
    mn = mn %>% as_tibble() %>% add_column(time = times, lon = lon, lat = lat) %>%
      pivot_longer(-c(lon, lat, time), names_to = "population") %>% add_column(type=paste0("mu_", dimname))
    return(mn)
  }) %>% bind_rows() ##%>% pivot_wider(time, name)
  ## mn_wider = mn_long %>% pivot_wider(names_from = c("type"), values_from = "value")

  ## Probabilities
  prob = bestres$prob 
  colnames(prob) = cluster_labels
  prob_long = prob %>% as_tibble() %>% add_column(time = times, lon = lon, lat = lat) %>%
      pivot_longer(-c(lon, lat, time), names_to = "population") %>% add_column(type = "prob")


  ## Combine Prob and Means
  combined = bind_rows(prob_long, mn_long)##, sigma_long)

  ## Add cruise id and reaturn
  combined = combined %>% add_column(cruise_id = cruise_id)
  return(combined)
}) %>% bind_rows() 

pred_long = pred_long %>%  select(cruise_id, time, lon, lat, population, type, value)
saveRDS(pred_long, file = file.path(outputdir, "pred_long_main.RDS"))
pred_long %>% head(20) %>% knitr::kable(caption = "Predicted mean and abundance in long format.")

Predicted mean and abundance in long format.

cruise_id	time	lon	lat	population	type	value
KM1508	2015-05-22 22:00:00	-158.2737	21.34337	bead	prob	0.0073628
KM1508	2015-05-22 22:00:00	-158.2737	21.34337	pico2_1	prob	0.0890085
KM1508	2015-05-22 22:00:00	-158.2737	21.34337	bg1	prob	0.0193653
KM1508	2015-05-22 22:00:00	-158.2737	21.34337	rest1_1	prob	0.0236019
KM1508	2015-05-22 22:00:00	-158.2737	21.34337	bg2	prob	0.0100063
KM1508	2015-05-22 22:00:00	-158.2737	21.34337	pico1_	prob	0.0316167
KM1508	2015-05-22 22:00:00	-158.2737	21.34337	syn	prob	0.0656130
KM1508	2015-05-22 22:00:00	-158.2737	21.34337	rest2_	prob	0.0678020
KM1508	2015-05-22 22:00:00	-158.2737	21.34337	small	prob	0.4088420
KM1508	2015-05-22 22:00:00	-158.2737	21.34337	pro1	prob	0.2767818
KM1508	2015-05-22 23:00:00	-158.2737	21.34361	bead	prob	0.0069585
KM1508	2015-05-22 23:00:00	-158.2737	21.34361	pico2_1	prob	0.0939610
KM1508	2015-05-22 23:00:00	-158.2737	21.34361	bg1	prob	0.0185447
KM1508	2015-05-22 23:00:00	-158.2737	21.34361	rest1_1	prob	0.0229592
KM1508	2015-05-22 23:00:00	-158.2737	21.34361	bg2	prob	0.0094669
KM1508	2015-05-22 23:00:00	-158.2737	21.34361	pico1_	prob	0.0301685
KM1508	2015-05-22 23:00:00	-158.2737	21.34361	syn	prob	0.0709782
KM1508	2015-05-22 23:00:00	-158.2737	21.34361	rest2_	prob	0.0660093
KM1508	2015-05-22 23:00:00	-158.2737	21.34361	small	prob	0.4242487
KM1508	2015-05-22 23:00:00	-158.2737	21.34361	pro1	prob	0.2567051

Covariance matrix. The columns are:

• cruise
• population
• name: "sigma_1_1" means the (1,1)’th entry of the covariance matrix.
• value: the value of the covariance matrix entry

sigma_long = sapply(all_cruise_id, function(cruise_id){

  ## Cluster labels
  one_mapmat_long = mapmat_long %>% filter(cruise_id == !!(cruise_id)) %>% arrange(value) %>% na.omit()
  stopifnot((one_mapmat_long %>% pull(value)) == (1:10))
  cluster_labels = one_mapmat_long %>% pull(name)

  ## Gather sigma
  sigmanames = paste0("sigma_", expand.grid(1:3, each=1:3) %>% apply(1, paste0, collapse="_"))
  sigma_wide = bestres$sigma %>% apply(1,c)
  colnames(sigma_wide) = cluster_labels 
  sigma_long = sigma_wide %>% as_tibble() %>% add_column(name = sigmanames) %>% pivot_longer(-name, names_to = "population")

  ## Also, here's a helper function to go from this to a 3 x 3 matrix
  if(FALSE){
    one_sigma_long = sigma_long %>% dplyr::filter(population == "pro1") ## this is an example
    make_covariance <- function(one_sigma_long){
      stopifnot(nrow(one_sigma_long) == 9)
      convertmat = one_sigma_long %>% pull(name) %>% sapply(., str_split, "_") %>% purrr::map(.%>%.[2:3]%>% as.numeric() ) %>% bind_rows() %>% t()
      sigmamat = matrix(NA, ncol = 3, nrow = 3)
      for(ii in 1:9){ 
        irow = convertmat[ii,1, drop=TRUE]
        icol = convertmat[ii,2, drop=TRUE]
        sigmamat[irow, icol] = one_sigma_long[ii, "value", drop=TRUE]
      }
      assertthat::assert_that(all(!is.na(sigmamat)))
      return(sigmamat)
    }
    make_covariance(one_sigma_long)
  }
  return(sigma_long)
}, simplify = FALSE, USE.NAMES = TRUE) %>% bind_rows(.id = "cruise_id") %>% arrange(cruise_id, population)

saveRDS(sigma_long, file = file.path(outputdir, "sigma_long_main.RDS"))
pred_long %>% head(20) %>% knitr::kable(caption = "Estimated covariance matrix in long format.")

Estimated covariance matrix in long format.

cruise_id	time	lon	lat	population	type	value
KM1508	2015-05-22 22:00:00	-158.2737	21.34337	bead	prob	0.0073628
KM1508	2015-05-22 22:00:00	-158.2737	21.34337	pico2_1	prob	0.0890085
KM1508	2015-05-22 22:00:00	-158.2737	21.34337	bg1	prob	0.0193653
KM1508	2015-05-22 22:00:00	-158.2737	21.34337	rest1_1	prob	0.0236019
KM1508	2015-05-22 22:00:00	-158.2737	21.34337	bg2	prob	0.0100063
KM1508	2015-05-22 22:00:00	-158.2737	21.34337	pico1_	prob	0.0316167
KM1508	2015-05-22 22:00:00	-158.2737	21.34337	syn	prob	0.0656130
KM1508	2015-05-22 22:00:00	-158.2737	21.34337	rest2_	prob	0.0678020
KM1508	2015-05-22 22:00:00	-158.2737	21.34337	small	prob	0.4088420
KM1508	2015-05-22 22:00:00	-158.2737	21.34337	pro1	prob	0.2767818
KM1508	2015-05-22 23:00:00	-158.2737	21.34361	bead	prob	0.0069585
KM1508	2015-05-22 23:00:00	-158.2737	21.34361	pico2_1	prob	0.0939610
KM1508	2015-05-22 23:00:00	-158.2737	21.34361	bg1	prob	0.0185447
KM1508	2015-05-22 23:00:00	-158.2737	21.34361	rest1_1	prob	0.0229592
KM1508	2015-05-22 23:00:00	-158.2737	21.34361	bg2	prob	0.0094669
KM1508	2015-05-22 23:00:00	-158.2737	21.34361	pico1_	prob	0.0301685
KM1508	2015-05-22 23:00:00	-158.2737	21.34361	syn	prob	0.0709782
KM1508	2015-05-22 23:00:00	-158.2737	21.34361	rest2_	prob	0.0660093
KM1508	2015-05-22 23:00:00	-158.2737	21.34361	small	prob	0.4242487
KM1508	2015-05-22 23:00:00	-158.2737	21.34361	pro1	prob	0.2567051

Covariates. The columns are:

• cruise
  • time
  • covariate
  • value

X_long = lapply(all_cruise_id, function(cruise_id){

  ## Get X
  bestres = load_model(cruise_id)
  X = bestres$X %>% as_tibble()

  ## Load times
  filename = paste0(cruise_id, "-datobj.RDS")
  ybin_obj = readRDS(file = file.path(outputdir_cytograms, cruise_id, "data", filename))
  ylist = ybin_obj$ylist
  times = names(ylist)

  ## Add time to X
  X = X %>% add_column(time = lubridate::as_datetime(times))


  ## Pivot longer
  X = X %>% pivot_longer(!time, names_to = "variable")

  ## Add cruise id
  X = X %>% add_column(cruise_id = cruise_id)

  return(X)
}) %>% bind_rows()

X_long = X_long %>% select(cruise_id, time, variable, value)
saveRDS(X_long, file = file.path(outputdir, "X_long_main.RDS"))
X_long %>% head(20) %>% knitr::kable(caption = "Environmental covariates in long format.")

Environmental covariates in long format.

cruise_id	time	variable	value
KM1508	2015-05-22 22:00:00	AOU_WOA_clim	0.4664917
KM1508	2015-05-22 22:00:00	density_WOA_clim	-0.9575151
KM1508	2015-05-22 22:00:00	o2sat_WOA_clim	-0.4017550
KM1508	2015-05-22 22:00:00	oxygen_WOA_clim	-0.6763975
KM1508	2015-05-22 22:00:00	salinity_WOA_clim	0.1855519
KM1508	2015-05-22 22:00:00	conductivity_WOA_clim	0.5272553
KM1508	2015-05-22 22:00:00	nitrate_WOA_clim	-0.4597260
KM1508	2015-05-22 22:00:00	phosphate_WOA_clim	-0.4673446
KM1508	2015-05-22 22:00:00	silicate_WOA_clim	-0.4944776
KM1508	2015-05-22 22:00:00	sss_cruise	0.1820244
KM1508	2015-05-22 22:00:00	sst_cruise	0.5530272
KM1508	2015-05-22 22:00:00	par	2.2873543
KM1508	2015-05-22 22:00:00	par_3	1.7475453
KM1508	2015-05-22 22:00:00	par_6	0.0826037
KM1508	2015-05-22 22:00:00	par_9	0.0000000
KM1508	2015-05-22 22:00:00	par_12	0.0000000
KM1508	2015-05-22 22:00:00	Si	-0.6725213
KM1508	2015-05-22 22:00:00	NO3	-0.5235338
KM1508	2015-05-22 22:00:00	CHL	-0.2113478
KM1508	2015-05-22 22:00:00	PHYC	-0.2265057

Data A long matrix of binned data with the columns.

• date/time
• cruise_id
• diam & chl & pe & biomass (for each bin that has nonzero data)
• counts: biomass in that bin

dat_list = sapply(all_cruise_id, function(cruise_id){
  ## Load cytogram data.
  filename = paste0(cruise_id, "-datobj.RDS")
  ybin_obj = readRDS(file = file.path(outputdir_cytograms, cruise_id, "data", filename))
  ylist = ybin_obj$ylist
  countslist = ybin_obj$biomass_list
  ylong = Map(function(y, c){data.frame(y, counts = c) %>% as_tibble()}, ylist, countslist) %>% bind_rows(.id = "time")
  return(ylong)
}, simplify = FALSE, USE.NAMES = TRUE)
dat_long = dat_list %>% bind_rows(.id = "cruise_id")
dat_long = dat_long %>% mutate(time = lubridate::as_datetime(time))
dat_long %>% object.size() %>% format("Mb")
saveRDS(dat_long, file = file.path(outputdir, "dat_long_main.RDS"))
dat_long %>% head(20) %>% knitr::kable(caption = "Binned cytometry data in long format.")

knitr::knit_exit()

Next up

Finalize the pilot:

• Scale-free measure of each (covariate, cluster, cruise) to be compared across cruises. One idea is an ANOVA-type ratio of variance e.g. \(var(X^T\beta_{salinity, k}) / var(\mu_k)\).
• Summarize (the absolute value of) coefficients across cruises.
  • One plot per cluster; X axis is covariate value, and y axis is cruise.
• done Proper usage of random seeds (for experiments to be reproducible).
• done Calculate stability: 100x repeats of experiments.
• done Common-scaled covariate values (by fixing error in alpha M step).
• done Match and label a few clusters.
• done Match the clusters among the cruises, as much as possible, before producing these results. Label these clusters.
• done From the aggregated results, make plots with (y axis = which covariate) vs. (x axis = value).

Then, once the pilot is at a satisfactory state, do rest of experiments:

• Clean the cytograms from the remaining cruises.
• Run the jobs on the servers.
• Produce analyses.

Next things to do

• DONE Match the clusters among the cruises, as much as possible, before producing these results. Label these clusters.
• From the aggregated results, make plots with (y axis = which covariate) vs. (x axis = value).
• The estimated coefficients across cruises, in a single plot.

Graveyard

Notes from older experiments with non-common-scaled covariates

Some notes of mine go here.

Common observations

• Persistent: two populations near prochloro’s chl and diam, but one usually has no chl, and the pro has some chl.
• Two picoeuks that are separate.
• Synecho is nonexistent everywhere.

KM1513

• Picoeuk(2&4) Cluster 2 and 4 are separate picoeuk populations. Similar diameter, but 4 has lots of pe, while 2 have very little pe; both have diam and pe that oscillate with diel cycle, together.
• Continuing with 2 and 4; both seem to have a similar amount of Chl, but 4’s chl oscillates much more than 2’s chl.
• Prochloro(6) 10 and 6 seem to be separate populations; 6 is probably prochloro with lots of diel movement of diameter, while 10 doesn’t. 6 has some chl (more than 10) while 10 has very small chl. Let’s call 10 the “other”.

KOK1515

• Prochloro(10) diel movement, and separate from 4.
• Picoeuk(9&3) 9 and 3 are the same as 2 and 4 from KM1513! Exciting – look more carefully!

KM1518

• Picoeuk(7&2) same as 2&4 from KM1513.
• Prochloro(10) and a separate “other” 9.

KM1512

• Picoeuk(3&1 and maybe 5) It seems like 3&1 are 2&4 from KM1513 but 1 captures a wider range in chl than in other cruises (there is less data here than in other cruises). We might try using even more clusters to narrow this down.
• Prochloro(7&9) 7&9 is prochloro, 10 is “other” (with no chl).

KM1508

• Picoeuk(1&3 and maybe 4) are same as 2&4. Cluster 2 has Strong diel moevement with diam and some pe as well. 3 has much smaller chl than in other cruises.
• Prochloro(8&9) CLEAR separation!